IN FO RM A TIO N T O USERS This material was produced from a microfilm c o p y of the original d o c u m e n t. While the m ost advanced technological means to p h o to g ra p h and repro d uce this d o c u m e n t have been used, the quality is heavily d e p e n d e n t upon the qu a lity of the original su b m itte d . The following explanation o f techniques is provided to h elp you u nderstand markings or patterns w hich m a y appear on this re p ro du ctio n . 1 .T h e sign or " ta r g e t " for pages a p p a re n tly lacking from th e d o c u m e n t photographed is "Missing Page(s)". If it was possible t o obtain th e missing page(s) or section, th e y are spliced in to th e film along w ith adjacent pages. This may have necessitated cutting th ru an image and duplicating adjacent pages to insure y o u com plete c o n tin u ity . 2. 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T he m ajority of users indicate th a t th e textual c o n te n t is of greatest value, however, a s o m e w h a t higher quality rep ro du ctio n co u ld be m ade from "p h o to g ra p h s" if essential to the u n d erstand ing of th e dissertation. Silver prints of " p h o to g ra p h s " may be o rd e re d at additional charge by writing the O rder D e p a rtm e n t, giving th e catalog n u m b e r, title, a u th o r and specific pages you wish reproduced. 5. PLEASE NOTE: received. S o m e pages m a y have in distin ct print. Filmed as Xerox U niversity M icrofilm s 300 North Z eeb R o ad Ann A rbor, M ich ig a n 48106 73-29,749 MILLAR, John James, 1943THE GRADUATE ADMISSION PROCESS IN TWO BEHAVIORAL SCIENCE DEPARTMENTS AT MICHIGAN STATE UNIVERSITY. M ichigan S ta te U n iv e r s ity , P h.D ., 1973 E ducation, higher U n iv ersity Microfilms, A \ E R Q \ C o m p a n y , A n n Arbor, M ic h ig a n © C o p y r i g h t by JOHN JAMES MI LI AR 1973 Till; GRADUATE ADMISSION PROCESS IN TWO BEHAVIORAL SCI UNCI: DEPARTMENTS AT MICHIGAN STATE ON I VCRS ITY By John James M illa r A 11IUS I S Subm itted to M ichigan S ta t e U n iv e rsity in p a r t i a l f u l f i l l m e n t o f th e re q u ire m e n ts fo r the degree of DOCTOR OF PHILOSOPHY Department of A dm inistration 1973 and H i g h e r Education ABSTRACT THE GRADUATE ADMISSION PROCESS IN TWO BEHAVIORAL SCI E NCE DEPARTMENTS AT MICHIGAN STATU UNIVERSITY By John James M ill a r Tlie p u r p o s e (1) the in To d e v e l o p a n level decision estim ating (3) to the In a n future in the substantiate level of if one kind o f effort for current the graduate the for use graduate in determ ining student in process value of population in im portance average and 10 p e r f o r m a n c e adm ission data developed is o f adm ission school, data students school adm ission process for a behavioral Performance the set for useful o r program. the graduate the of performance. situation 118 g r a d u a t e graduate representation estim ation to d ete rm in e performance adm ission collected the procedure a quantitative To d e t e r m i n e i n more t h a n of three-fold: studied. To d e v e l o p and s t u d y was evaluation o f performance the d e p a r t m e n t s (2) to of this was m e a s u r e d categories. for 5 predictors science who m e t Data the by criteria department population the g ra d u a te on t h e employed were conditions. grade-point performance .John .James Mi I 1 n r categories were collected triadic-com parison ability on each variate scalc--a category Th e a c t u a l from th e analysis forced for adm ission departm ent choice placem ent decision o f mean d i f f e r e n c e s analysis the predictors to p re d ic t scores provided the method for as p e r c e i v e d g ro u p s on those differences Ibis ment ability performance wa s seven the ndm ission population R esults in the students one rating. one rating was receiving department of rater. in linear performance probability a m ulti­ group regression category of succcss-- Tour a d m i s s i o n were placement significant group evident. science fo r a sample o f one were as differences rating reliability depart­ 147 s u b j e c t s follow s: on t h e performance and s t u d e n t s on students receiving criteria more th a n who r e c e i v e d m o r e t h a n regression analysis for predicting indicated n strong predictive placem ent decision R = .56. P redictive reliab ility , predicted and a c tu a l group placem ent those the level a r *= . 4 4 . The m u l t i p l e I:o r the M ultiple the the of conditions. first Intcrrater of significant another behavioral predictors b y means employed where both predictions T h e r e w e r e no s i g n i f i c a n t between developing in by determ ine expected level--for replicated was criteria. categories and s i g n i f i c a n t study using w h o mot 11 p e r f o r m a n c e to on t h e dcfincd com parison a subs.ample s e l e c t e d differences of faculty performance (p<.05) and evident, relationship in which exists on the scores, categories group d iffe re n c e s a strong based found actual relationship agreement was to the r w ith between = .70. contain significant adm issic significant prediction between p r e d i c t e d was placem ent J o h n Jame s M i l l a r and the probability having high o f a subject in the to process analysis evident of viously r e v i e w e d by in a significant a successful these the and as possible decision-m aking to research improve the in first indicate that and the data ability is of by A the the by replacing approach w ith an a d d i t i v e - p r o b n b i 1i t y faculty to factors program. current to the per­ pre­ report provide achieving Therefore, adm ission patterning model. to intellectual stu d e n t's input process possible of w ritten opposed graduate adm ission of the p ro b ­ have been effectiveness w o rk e r as the three departm ent. it a measure regarding Multi pi categories. The p r o b a b i l i t y estim ate level on o th e r measures a teacher. performance prediction as h a v in g h ig h i.e ., im portance five. the in was n o t original performance where be o f group placem ent clearly faculty; reliable the in performance w ith areas the to analyzed three study found a significant being perceived a productive and p ro m ise added between p r e d ic te d perform ance as in categories student in and p ro m ise and were resulted subject graduate variables as adm ission were ception is of predictors The r e s u l t s it point TWo a d d i t i o n a l f a c u l t y was breadth the replication of the document at a com plete relationship ability faculty available, four performance strong by t h e was adm ission regression the group d i f f e r e n c e s second departm ent possible. perceived ability. As n o m e a s u r e o f the being of ACKNOWLFUGF.MHNTS I would fo r his He h a s a through to most like to able assistance long countless honored I also trials and Ur. passing Cl. interest I am d e e p l y him and thank you Ra y m o n d to W alter F. .Johnson my d i s s e r t a t i o n advisor. new r e s e a r c h e r s I count m yself follow ed com pletion indebted to the for a special for of faculty their his as honored by many more o t h e r members Ur. contributed w ith McSweeny, more than a study. of the participation in this to o f my M arycllen members thanks able the Franktnann, this the U epartm ent Ur. assistance Thomas in the 1.. Uepartm ent study. 1 Conner o f development of the of design. in debt assistance To t h i s next ever express. to in the the secretarial collection gentlem an, of Sociology days in for four years adm inistration of of the w r i t e r I have worked w ith ment the llr. leading be to express I am a l s o their ] w ill all to for of S t a m a t a k o s , who h a v e would research I know Ur. and S o cio lo g y the history as tribulations. a sincere Psychology Sociology and com m ittee: Louis like and c o m m e n ta r y to persons. express dissertation my a p p r e c i a t i o n and d i s t i n g u i s h e d have worked w ith equally express Ur. staff the in this study. owes much more titan he A. Faunce o f a n d we h a v e b e e n that iii departm ents for W illiam data both departm ent. through From B i l l the up could U epart­ and down Faunce, I have learned, to weigh thanks arguments finish sons things, carefully. to I shall think before acting miss w orking w ith and him; Bi I I . F inally, to a mo n g o t h e r to my w i f e a n d who h a s p u t Stephen, who t h i n k s . J o y c e , w h o h a s b e e n b e s i d e me f r o m s t a r t up w i t h when my m o o d s I become Daddy a n y m o r e , a n d M i c h a e l , who j u s t 1 am m o r e g r a te f u l- - they than cntcrpri s c . arc the and q u i r k s ; a Doctor got here reasons and T cannot for the behind big the to my he h is finish, entire TAR LI; OF CONTENTS Page L I S T OF T A B L E S ......................................................................................................................... vi i i L I S T OF F I G U R U S ................................................................................................................... xi L I S T OF A P P E N D I C E S ............................................................................................................. xii INTRODUCTION ............................................................................................................................... 3 STATEMENT OF THE P R O B L F . M ....................................................................... 5 P u r p o s e o f t h e S t u d y ........................................................................... N e e d f o r t h e S t u d y ................................................................................. O verview ........................................................................................................ 5 5 14 CHAPTER I. II. REVIEW OF PREVI OUS S T U D I E S ................................................................. G r a d e - P o in t Average as P erfo rm an ce C r i t e r i o n . . G ra d c -P o in t Average a n d /o r F a c u lty R a tin g s a s P e r f o r m a n c e C r i t e r i o n .......................................................... Performance C rite rio n o th e r than G rade-Point A v e r a g e a n d / o r F a c u l t y R a t i n g s .................................................. S u m m a r y ................................................................................................................... III. RESEARCH DESIGN 15 16 IK 25 54 56 Selection o f t h e S a m p l e .............................................................. S election o f t h e P r e d i c t o r s .................................................. Selection o f t h e C r i t e r i a ........................................................ C onstruction and P r e - t e s t i n g o f th e T r i a d i c C o m p a r i s o n S c a l e ................................................................................. C o lle c tio n and P rep aratio n o f the P re d ic to r D ata .............................................................................................................. C o l l e c t i o n and P r e p a r a t io n o f th e C r i t e r i a D a t a ................................................................................................................... D a t a A n a l y s i s P r o c e d u r e s ................................................................ S u m m a r y .............................................................................................................. v 56 57 40 45 50 52 55 58 TABLE OF CONTENTS (C o n tin u ed ) CHAPTER I V. Page THE DEPARTMENT OF S O C I O L O G Y ............................................................... C u r r e n t A d m i s s i o n P r o c e d u r e s .................................................... P o p u la tio n an d Sample S ize .......................................................... Triadic-C om parison R esults . T e st f o r Group D if f e r e n c e s ....................................................... P rc d ic to r-P e rfo rm a n c e Category R e la tio n sh ip s . . M ultiple R egression A nalysis R esults ............................. R e l i a b i l i t y o f th e P r e d i c t i o n liq u atio n s on t h e B a s i s o f G r o u p D i f f e r e n c e s ........................................ P r e d i c t i v e A c c u ra c y Based on D ic h o to m iz e d G r o u p s .............................................................................................................. P r e d i c t i v e A c c u r a c y i n Terms o f G roup P l a c e ­ ........................................................................... ment P r o b a b i l i t i e s T h e P r o b l e m o f A f f e c t ........................................................................... G r a d u a t e GPA a s a P e r f o r m a n c e C r i t e r i o n ....................... E f f e c t s o f t h e A c t u a l A d m i s s i o n D e c i s i o n on the G rad u ate Program ..................................................................... Comparison o f T hree P r e d i c t i o n P ro ced u res . . . . Summary o f R e s u l t s ......................................................... V. DEPARTMENT OF P S Y C H O L O G Y ..................................................................... C u rren t Adm ission P ro ced u res . . . . . . . . . . P o p u l a t i o n a n d S a m p l e S i z e ......................................................... T r i a d ic Comparison R e s u lts .......................................................... D eterm in atio n o f Group D iffe re n c e s - F in a n c ia l A s s i s t a n c e .................................................................................................. D e te rm in a tio n o f Group D iffe re n c e s - C u rren t S t a t u s i n P r o g r a m ................................................................................. D eterm in atio n o f Group D iffe re n c e s - O v erall E valuation .................................................................................................. M ultiple R egression A nalysis R esults ............................. A d d i t i o n o f T w o P r e d i c t o r s .......................................................... T e s t F o r G r o u p D i f f e r e n c e s .......................................................... P rc d ic to r-P e rfo rm a n c e Category R e la tio n sh ip s . . M ultiple R egression A nalysis R esults - 7 P redictors .................................................................................................. P r e d i c t i v e A c c u r a c y B a s e d on D i c h o t o m i z e d G r o u p s .............................................................................................................. P r e d i c t i v e A c c u ra c y i n Terms o f Group P l a c e ­ ment P r o b a b i l i t i e s ........................................................................... Summary o f R e s u l t s ................................................................................. vi 59 59 61 62 <>3 64 65 70 75 R0 82 84 86 no 02 «>B 95 97 97 98 103 105 107 109 Ill 112 113 115 116 118 TABLE OF CONTENTS [C o n tin ued) CHAPTER VI. Page SUMMARY OF’ MAJOR F I N D I N G , CONCLUSIONS AND POLI CY I M P L I C A T I O N S ...................................................................................... Research 121 D e s i g n Summary ............................................................... 121 M ajor F in d in g s - Departm ent o f Socio logy . . . . M ajor F in d in g s - D epartm ent o f Psychology . . . . C o n c l u s i o n s .............................................. ......................................................... P o l i c y I m p l i c a t i o n s o f t h e P r o b a b i l i t y Model . . F u t u r e R e s e a r c h P o s s i b i l i t i e s .................................................... 123 124 123 125 129 B I B L I O G R A P H Y ............................................... ..... ......................................................................... 131 A P P E N D I C E S .................................................................................................................... vi i 1 3E L i . S t 01 - t a b l e s TABLE 4.1 PAGE M u ltip le R egression R esults - P re d ic tio n o f A d m i s s i o n D e c i s i o n ..... ...................................................................................... f>S M u ltip le R egression R esults - P re d ic tio n o f T r i a d i c - C o m p a r i s o n R e s u l t s ..................................................................... f>8 4.3 Com parison ................................... 72 4.4 D ichotom ized Group R e l a t i o n s h i p b etw een A ctual a n d P r e d i c t e d A d m i s s i o n D e c i s i o n P l a c e m e n t ....................... 74 D ich o tom ized Group R e l a t i o n s h i p b etw een Actual and P r e d ic t e d Perform ance C ateg o ry P lacem ent: O r i g i n a l i t y i n R e s e a r c h ................................................................................ 77 4.2 4.5 4. 4.7 4.8 4.9 4.10 4.11 4.12 (> of A dm ission Group P la c e m e n ts D ich o to m ize d Group R e l a t i o n s h i p betw een A ctual and P re d ic te d Performance C ategory Placem ent: F . f f c c t i v c n e s s o f W r i t t e n R e p o r t s .................................................... 77 D ichotom ized Group R e l a ti o n s h i p b etw ee n A ctual and P r e d i c t e d Perform ance C ategory P lacem en t: P ro m is e as a P r o d u c t i v e R e s e a r c h Worker . . . . . . 78 D ic h o to m iz e d Group R e l a t i o n s h i p b etw ee n A ctu a l and P r e d i c t e d Perform ance C ategory P lacem ent: O v e r a l l E v a l u a t i o n ................................. 7R P r o b a b i l i t y o f P e r c e i v e d S u c c e s s B a s e d on G r o u p P l a c e m e n t ....................................................................................................... 80 R e l a t i o n s h i p o f A greement on Group P la c e m e n t A c r o s s S e l e c t e d P e r f o r m a n c e C a t e g o r i e s ................................... 82 D icho tom ized Group R e l a ti o n s h i p Between A ctual a n d P r e d i c t e d G r a d u a t e G P A ..................................................................... 85 A c tu a l Group P la c e m e n t o f an A d m itte d S tu d e n t S u b s a m p l e ......................................................................................................................... 87 vi i i L I S T OF TABLES (C o n tin ued ) TABLE 4.13 I1ACL C u r r e n t S t a t u s o f S u b s a m p l e Who E n r o l l e d . F a l l 1 9 7 1 ............................................................................................................ - Performance 4.14 Admission .............................. 89 4.15 Comparison o f P r e d ic t io n P ro c e d u re s f o r O v e r­ a l l E v a l u a t i o n C a t e g o r y ........................................................................... 91 A ssistance Placem ent 5.1 Financial 5.2 S u b j e c t G ro u p in g Based on C u r r e n t S t a t u s in P r o g r a m - F a l l 1 9 7 1 ............................................................................... E valuation C ategories S hifts 88 5.3 O verall Groups 5.4 M ultiple 5.5 N atural 5.6 M ultiple S. 7 5.8 P ro b a b ility o f Perceived P l a c e m e n t ............................ Regression Science ............................................................ ...................................................... A nalysis R esults Coding C a t e g o r i e s Regression A nalysis - 104 . . . . 5 Prcidictors 106 . ...................................................... R esults - 7 Predictors D i c h o t o m i z e d A g reem e n t o f S c o r e s on S u c c e s s f u l M a r g i n a l P l a c e m e n t .................................................................................... Success 100 Based . 108 Ill 114 or 116 on Group 117 6.1 P r e d i c t e d Group P lacem en t o f N o n -A d m itted A p p lic a n ts - S o c i o l o g y .........................................................................................................1 2 7 B.l M u ltip le R eg ressio n A n a ly sis D ata - D epartm ent o f Sociology: Adm ission P lacem ent D e c isio n . . . . 142 M u ltip le R e g re ssio n A n a ly s is Data - D epartm ent o f Sociology: G raduate G r a d e -P o in t Average 143 B.2 . . . . B.3 M u ltip le R eg ressio n A n a ly sis D ata - Departm ent o f Sociology: O r i g i n a l i t y i n R e s e a r c h ............................. 1 4 4 B.4 M ultiple R egression o f S o c io lo g y : B.5 A nalysis D ata - Departm ent E f f e c t iv e n e s s o f W ritten R eports . . M u ltip le R egressio n A n a ly sis D ata - D epartm ent o f Sociology: Prom ise as a P r o d u c tiv e R esearch W o r k e r ......................................................................................................................... 1 4 6 ix 145 LIST or TABLES ( C o n t i n u e d ) TAB LI: B.6 C .l C.2 C.3 C.4 C.S PAGE M u l t i p l e R e g r e s s io n A n a ly s is Data - Department o f S o c i o l o g y : O v e r a l l E v a l u a t i o n ............................................... 147 M u l t i p l e R e g re s s io n A n a ly sis Data - Department o f Psychology: G raduate G ra d e -P o in t Average. 149 . . . M u l t i p l e R e g re s s io n A n a ly sis Data - Department o f Psychology: M astery o f Fundam ental Knowledge. . ISO M u l t i p l e R e g r e s s io n A n a ly s is Data - D epartm ent o f Psychology: E ffe c tiv e n e ss o f W ritten Reports. , 1S1 M u ltip le R egression A nalysis o f Psychology: Prom ise as search W o rk e r Data - Department a P r o d u c t i v e Re­ M u l t i p l e R e g re s s io n A n a ly s is Data - Department o f Psychology: O v e r a l l E v a l u a t i o n ........................ x 152 153 LIST or F I GUM'S FIGURE 4.1 PAGI: Group L o c a t i o n s on the Continuous xi Scale ....................................... 71 L I S T OF APPENDICES APPENDIX PAGE A Triadic-C om parison ........................................................ 136 H M u l t i p l e R e g r e s s io n A n a ly s is Data D e p a r t m e n t o f S o c i o l o g y ........................................................................ 141 M u l t i p l e R eg ress ion A n a ly s is Data D epartm ent o f Psychology .................................................................. 148 C Rating Scale xii / INTRODUCTION Whenever results a rarely journal mcnt to o f a research answer to the I begin study, answered article usually deals form at, w ith why researching o r how t h i s the problem in q u e s t i o n . for doing whatever to follow . rend it However, n journal I am a l w a y s question. this research w ill question justification but from t h e myriad o f p ro b lem s vast studied? this In t h e e v e n t question, problem 1 plan investigated On e o f vise how d i d the programs. on t h e that to in duties and c o - o r d i n a t e the other of certain c o n t i n u u m d e s i g n e d by of standard com m ittee me h i s current caliber than the the 1970 was applicant paragraphs is not choose also occupational this to be in o f how t h e status is to and e v a l u a t e s itself. During c a m e t o my o f f i c e applicant 1 problem interested adm itting persons pool. the selected. criteria corm ittee that the in on a ju stificatio n pool was I t wa s h i s the to to super­ our graduate com m ittee which s c r e e n s 1971 o n e member o f t h i s finding is in state research have been o r ou g h t are the n problem worth now a b r i e f h i s t o r y process the statem ent readers thesis finding opening is I am i n t e r e s t e d which We e m p l o y a t h r e e - m a n basis problem be discu ssed o f my c u r r e n t the the r e s e a r c h e r come t o present this the the fa m ilia r w ith im proved on p r e v i o u s logically, the nhout I f you a r c y o u know t h a t that reporting curious then research is nrticle all them applicants along a W inter o f discuss clearly opinion of that w ith a low er on all criteria tim e last y e a r ’s I had n o t seen applicants enough finding intelligently, attem pt to check his A pproxim ately the com m ittee come t o of the see superior sidered! W hile the second the p ro b lem was At it to him self was the for application, interpreted developed com m ittee set of adm ission ferent pretations, how w e r e that our what they the adm ission is the problem o f was in need o f the the applicant data there, looked at agreed data his make an on pool fact, data in the our can and first member, to over had 60S. o f read adm it that com m ittee. w ith the each or reject. a pre­ A three-m an sumo e v a l u a t i o n at by there. to by standards significantly dif­ data. were s u b je c t to such the departm ent programs? interpretation departm ent the criteria stu d e n t's we c o n ­ date same was were later the this a review criteria painfully arriving also a com m ittee the he had applications all at member o f A fter we h a d p r o c e s s e d still students answers 1971 claim o f in em ploying regarding to the seems pool. a n d made a d e c i s i o n were of the pool A three-m an it "hard" type some applicant discussion had perform ing of problem w hich that a n d who w e r e interpretations Given that discuss a second It opinion standards data, my o f f i c e . his year. contmi t t e e t w h o s e m e m b e r s the to at I would e l a p s e d when applicant of this that in substantiate applications A three-m an member t h a t current nevertheless of applicants the 1970 a review tim e the o n e - h a l f h o u r had member d i d the current Since findings. me r e g a r d i n g clearly the I assured presented applicants of w e r e mu c h b e t t e r . Wh a t is drastic adm itting the the adm ission F inally, process resolve? The departm ent the w rite r had a thesis and relationship program perform ance? in inter­ in a question problem . for / CHAPTER I STATEMENT OE TUT PRORLTM Purpose o f the Study The p u r p o s e o f t h e Cl) To d e v e l o p an study evaluation o f perform ance o f the is three-fo Id: procedure current graduate for use in student determ ining population in the level a given departm ent. C2) T o d e v e l o p sion and t o estim ating (3) substantiate level than Need for the if the were Using th e estim ation m inutes in process cost m illion in adm ission adm ission developed process 1969-1970 academic y e a r , that over processed given and assum ing the the in data item 1. developed is set deci­ for useful in o r program. 7 m illion by A m e r i c a n 1969-1970 Michigan S ta t e a base, that that review ing the the each faculty time alone. alo n e such educational research applications It to are o f Graduate fo r graduate universities. average spend reach at faculty salary this university, an a v era g e a decision, would ap p ear th a t population deserves than is of ten the o f h ig h e r education an e n t e r p r i s e 3 and studied member w i l l an a p p l i c a t i o n Council U niversity departm ents faculty the colleges American i n s t i t u t i o n s o f human r e s o u r c e s from t h e the as of of Study estim ated programs value one k in d o f s i t u a t i o n During Schools the representation o f performance To d e t e r m i n e more as a quantitative in th e adm ission $33,6 utilization more a t t e n t i o n currently evident. 4 Of m o r e problem o f g a to r's determ ining survey appear to titude test tion and At t h i s teria im portance use the it term s being have is the been the amount the results grade the grade an e x t r e m e l y situation, ble an to view m eeting what each The the departm ents level set is of grade-point the represent also on to arrive a continuous studies to lim ited look at each of have been utilized. to as cum ulative scale, in usually the the gradc-point as a measure requirem ents. represents sets. the has By u s i n g stu d e n t's for this past tasks m eeting o f to there determ ine in average, that which It have is ability perform ance perform ed requirem ent sets, possi­ to assum ption, be 4 educational contribute? stu d e n t's cri­ meet the in at the the some r e l e v a n c e . graduate average o f the As o n e o f t h e successful the average W hile personnel number o f these 4 w ith G iven context adm ission total to gradc-point program. and graduate 0 to of quality. gradc-point places. an a t t e m p t a specific the recommenda­ a brief a knowledge o f th e of of ap­ decision requires that average, this m e a s u r e d by to investi­ at two d e c i m a l conducted achievem ent letters a n d ho w t h e y referred out gradc-point candidate, take carried the the of of criteria: feasible knowledge of of to grade-point faculty kinds interview s, they grade average undergraduate in can requirem ent graduate graduate usually lim ited unspecified grade-point m ajority Average, earned the the academ ic was is literatu re, statem ents interpretation tim e the lim it, are faculty Based on a placem ent of of applicant. follow ing significan t use the o f what upper efficient of seems G rade-Point the quality some c a s e s point average, the scores, in in of than programs the last appear two y e a r s to of be prim arily interested undergraduate work. In doing it is his this during work point but the this in is an Follow ing this in those he applying where portion ogy at the the has choice; taken graduate as to M ichigan pool. course (For U niversity graduate majors sociology. allied This behavioral being previous in the work reselling adm ission from th e the top applicant if the the the two y e a r s , subject w ill The in the less these sots field. is appear the area gradc- f o r which academic work in an a small Department applicants to the were under­ four percent in pro­ of S ociol­ ISO a p p l i c a t i o n s applicants average were in sociology.) on t h e basis considerable the norm ally departure (4.00), test the of the decision. in tho m ajor a p p lic a n t's admit probability aptitude in of im portance in the chance this field is the a p p lic a n t's A review departm ents <3.30 o f academic function greater is The i n t e r p r e t a t i o n grade- would represent the should be o f a favorable one o f the grade-point area it the s tr o n g minors of the of decision. continuum receive w ith in work rem aining comparison grade-point of the pools the fields adm ission decision? application that case, in How d o e s science The of of graduate processed over N inety-six percent the traditional 1971-1072 program. m ajority gradc-point the that requirem ent step, who p u r s u e graduate in next W ithin had no p r e v i o u s State meet an u n d e r g r a d u a t e number o f s tu d e n t s applicant the the content cum ulative school. assum ption Therefore, to relevant logically the m ajor. ability of the than on t h e performed the only of h is courses to student mastery they have of the of his im portance disciplines, program o p e r a te s assum ption point area areas of his o f more is period a measure not hopefully that graduate of scores <3.00 is his four years approxim ately test grade-point that study, and graduate of indicates fo r the 2/25. no e a s i e r last f> than the interpretation a numeric assessment one-tim e-only design the of test point this study scores, It to supplem ented or has test by very small Test scores decisions G raduate the usually not adm ission with test of are the considered discussion According in w ill to focus Educational designed to candi d a t e s : assist in graduate to his is regarding a very high the producing a very purposes t h e y bo on large is or not adm isssion Exam ination A ptitude test; for As n o n e o f Graduate and relevant the M iller Record Service, A ptitude school the the subject departm ental Analogies test, Exam inations. the valid: ignored. graduate Testing the adm ission being based that grade- in employed th e on t h e Record E x am in atio n , time to authors of and Advanced t e s t s fellow ship the that prior companies alone n o r should test. study G raduate those Advanced t e s t A nalogies this decision for decision o f the tost ma y l e a d would i n d i c a t e Record Record E xam ination and t h e c o m m i t t e e members This a between Wh a t k n o w l e d g e h e h a s other scores u s e d most tests, the is preparing The a v e r a g e fa m ilia r w ith adm ission used to relationships aptitude lim ited. scores. tests Graduate M iller is c o n d u c t e d by n o t be tests the on m arginal score b a s e d on re se a rc h e r' s experience w ith the ability reviewed p r i o r com m ittee. conversations should report this The t e s t academic studies tests dependence and th e units been and a p titu d e The t h r e e to average. achievement o r The r e s e a r c h achievem ent The these low p r o p o r t i o n score. area the experiences very stu d e n t's tended knowledge o f appointm ent the usually c o m m it te e member i s their of grade-point perform ance. average. faculty of the are selection of 7 The A p t i t u d c T e s t i s a t h r e e - h o u r t e s t o f general s c h o la s tic a b i l i t y at the graduate level. I t measures th e b a s ic verb al and m ath­ em atical a b i l i t i e s th a t a student has acquired o v e r many y e a r s . . . . Included in the t e s t a re v e r b a l r e a s o n i n g q u e s t i o n s and r e a d i n g co m p re ­ h e n s i o n q u e s t i o n s drawn from s e v e r a l f i e l d s ; and quantitative-m athem atical questions th a t req u ire a rith m e tic reasoning, the so lu tio n o f alg e b ra ic problem s and th e i n t e r p r e t a t i o n o f g r a p h s , d i a ­ grams and d e s c r i p t i v e d a t a . The A dvanced T e s t . . . m e a s u r e s m a s t e r y and c o m p r e ­ hension o f m a te ria ls b a s ic to g raduate study in m ajor f i e l d s . S u b je c t m a t t e r s p e c i a l i s t s from c o l l e g e s arid u n i v e r s i t i e s , a p p o i n t e d i n c o n s u l t a ­ tio n w ith the various p ro fessio n al a s s o c ia tio n s , p la n and d e v e lo p each t e s t w i t h . . . a s s i s t a n c e from t h e !:TS t e s t d e v e l o p m e n t s t a f f . In d e v e l o p i n g e a c h t o s t , an a t t e m p t i s made t o i n c l u d e q u e s t i o n s t h a t r e q u i r e r e a s o n i n g w ith and a p p l i c a t i o n o f t h e b a s i c c o n c e p ts and p r i n c i p l e s o f th e s u b j e c t . (1 4 :9 ) One o f t h e to the problems sentence test corporated the has into tests is developed interpreting d e a lin g w ith ho w m u c h o f t h e these in score test prcvnlent in abilities represents ta k e r's persons K xam ination. Any s t u d e n t w i t h program which ma y r e s u l t students may r e a c t exam ination real adversely resulting in acquired learned the for passing perseverance a high to a test test can score. which a thriving the is As t h e establish in­ use of business G raduate Record a preparation C onversely, the on e-tim e-o n ly n a tu re score relates o v e r many y e a r s - - ability nation, Test good of which u n d e r e s t i m a t e s the their ability. TTte s t a t e m e n t score the in A ptitude academic b e h a v io r? throughout preparing the provides subject to r w ith an area. these a re a knowledge. above I n d ic a te s indication of the The p r o b le m o f scores, In t h e resulting opinion that the Advanced T est a p p lic a n t's "cramming” i s knowledge o f also in o v e r e s tim a tio n of the of investigator, a fac­ the the subject lack of any 8 significant the to attem pt sim ilarity graduate o f the test the report i n c l u d e d on in adm ission function the of the time. a careful fall the The n e x t test fiftieth or, criterion from each the which candidate. in on t h e require If the G raduate and the thought value In plan exam o v e r Fxam ination w ill over the a p p lic a n t's sm aller percentile being reviewed for a retake their the of form. pattern W ithout epistles applicant are some a method developed from program, then the such scores autobiography developed in most percentile. the There extensive a statem ent these sixtieth statem ent also if a usually average; the a score studied, a fairly o f wading th ro u g h the is departm ents application device. score the some c a s e s , is Advanced T e st taken application o f c a n d i d a t e s who w e r e s u c c e s s f u l dure the 7f>0,000 s c o r e s the of his program has form useful basic process? latter scores statem ents a highly lim it and Record from key p h rases ma y b e determ ine raw p e r f o r m a n c e of pulling this to Ibis grade-point manner. w ill Test who h a v e derived on r e c o r d which he o r she p r o v id e s g ra d u a te programs score. 99th p e r c e n t i l e the docs adm ission These p e r c e n til e and th o u g h t f u l who t a k e the A ptitude the the p ro b a b ility applicants in persons is th e same manner as the to " . , . m aterials test in d iv id u a l's For percentile greater below used F.xnmi n a t i o n (14,17). range between score, in the period in of the Advanced and a p e r c e n t i l e period to departm ents decision. performance of a l l A ptitude T e st, the Record representation year the exam inations a raw s c o r e a specified three the these b a s e d on t h e o f graduate t h e i r program c o n te n t Graduate norm ative part study" Mow a r e Both of on th e a system atic is proce­ indeed one o f considerable onus. Hie m a jo r ity those accom plishm ents e x p e r ie n c e which cently relates tional sim ilar to field statem ent which o f such statem ents reader. the statem ent, the three must be sion-m aking the letter in be function what I heard place of is even the list academic h o n o rs , is previous publications then and r e ­ follow ed w ith "Make a s t a t e m e n t a of your educa­ .I n c l u d e fields of interest, if it with m eetings, to both of of any, w ithin a good d e a l o f gamut o f phone to that o f the to do The the m erit in this to im portance It in situation is been ment w here fam iliarity the w ith. investigator is p r o c e e d e d by other s t a t e ­ error. process in what of the of d e c i­ 'flic it author. em ployed, is it also of it? difficult a document w r i t t e n experience or seems to Who w r o t e extrem ely B a s e d on t h e im portant' says letter som eone y o u h a v e n e v e r met b y someone y ou h a v e n e v e r met you h av e no of o f w eight on statem ent. be not the the im portance and elev en applicant knowledge o f or the interpretation I know t h e m ? faith and which h a s calls appears say. The a good deal recom mendation re a d e r's o f them o r the reader a statem ent nine recommendation the the considerable letters neglects of run r e v i e w e r may p l a c e sim ilar of statem ents l a n g u a g e may b e e m p l o y e d . evaluation subject The p l a c e to to i n such varies While two c o u r s e s , ments expect, the w ritte n the Have candidate training, listing follow ing: the o f _________________ ______________________________. ’' in a the This ask i.e ., academic your special As o n e w o u l d of to and c a r e e r o b je c t i v e s this ways usually deemed w o r t h y , read p u b lic a tio n s. question in o f programs at about someplace the d e p a rt­ extrem ely risky 10 to pi ace never a Rood d e a l faith in a letter met by s o m e o n e y o u h a v e h e a r d whose p r o f e s s i o n a l n e v e r met! last of and In e s s e n c e , serves have been opinion to on the confirm developed in the the about a b o u t - -w hose work field letter w ritten of someone you you have you r e s p e c t - - a n d rccom nendation cither positive review of the is or negative read, whom y o u h a v e usually read feelings four previously which m entioned cri tc ri a . Although none o f the applicant m erit if that the in to differing not meaningful have interview er the be used Tins the candidate. to allow method test for of this it appears different first from t h e im pressions review ing candidate, the case serve as as w e ll interview basic one gather data providing to to confirm m aterial. of the to the all of of the of interview to knowledge o f questions should device, independent a practical lim ited interview s who a p p e a r s of experience from h i s already also reliability colleagues is o f reconm endation. A candidate m aterial n decision. feelings the would have no p r i o r gathered has require for applicant letters is method would be From t h e evidence function ascribed serve as technioue responsibility that w ith a screening points the a prepared set interpretation. and h e a rs a y is An a l t e r n a t e in terv iew er to the w ritte n elnborate to this interview er(s) insure data the w ill feel make u s e o f f a m i li a r w ith the conduct investigator the study On e m e t h o d It decision, that manner. interpretations. than adm ission that this docs com pletely inform ation. the in investigator addition, In t h i s could adm ission In prepared provides the the included a system atic m aterial. interview er, of units i n t e r v i e w e r ( s ) must be of questions subject the interview , conducted a p p lic a n t's a set the no V isual developed by weak w i l l r e c e i v e mu c h d i f f e r e n t With sion few e x c e p t i o n s , decision process of and determ ining programs. a rather pessim istic feels not appears the attem pt opinion com pletely review difficulty stems u t r a v e l l e r w ith an from t h e that is. where that is he i s to where he w ants are poses if the forced to study adm ission In t h e to go. related this continue is to process represent to best that cannot The l i t t l e led o f m onotonic academic This on at is really that no i d e a that he are ability. but and he he d o es symbols in the direction in adm ission regarding to is at continuous still the least numbers w hi1 pur­ and th e n see intended. as one adm ission W hile th e kn ow better decisions, view w ith sure from w here standing the going not is for like not get a key docs f o r which is On e o f for The arc however, is process person pace I investigator achievem ent each how t o traveller, to reader the com mittees go b u t the and p r e p a r e d interpret h ig h e r value quality. the a quicker employed incident the to adm is­ re a d e r w ith which o f his adm ission he h a s provide achievem ent data e a r l i e r has notion positive the the adm itted quite com mittee given an i m p l i e d m o n o to n ic q u a l i t y - - a low er v a lu e . arc the adm ission departm ents, He k n o w s w h e r e he^ i s , Finally, adm ission of this is fact left to strong. constitute for possible In most He k n o w s w h e r e h e w a n t s either. which the whole p ro c e s s a ma p o f s y m b o l s h e where they quality good p e o p l e no key p ro v id e d . the of who a p p e a r s m a te ria l inputs interpretation application is than the justified. that there off arc a candidate i n v e s t i g a t o r ma y h a v e The i n v e s t i g a t o r to than candidate The t o work g iv e n field. these th e means o f graduate is treatm ent there i good as a com mittee skepticism employed to m easures, what proof 12 d o we h a v e are that derived arc the situations functionally score of 1460 a n d B has a GRF s c o r e from w h ic h identical? 3.4 7 g r a d e - p o i n t these If candidate average from sch o o l Y, A more q u a l i f i e d for graduate program C than at not known. specific still in given for w ith program? two q u e s t i o n s he follow ing decides w ill to grow? to grow A fte r doing three he can The a n s w e r situation probabilities provides for other programs. the and in on how d o e s the he and of success us w i t h a qualified We a r c n ow f a c e d Insufficient these is to kinds things, of has data a plot of for a if or not provided conditions they check tom atoes he w i l l to w ith have succinctly by t h e tom ato necessary plots grown tom ato tom atoes of for land tom atoes "experts" as grow. probably be i n possession of facts : (1) Ibe conditions (2) Some o f t h e may b e neighbors mixed r e s u l t s . adequate have for yielding grown to m a to e s in l a n d on w h i c h t h o s e w h o own t h e area can very h e know w h e t h e r ascertain can ask he expressed inform ation general Finally, the the plants Secondly, study individual can read fared. opinion I f an tom atoes, raised his how t h e y their the a common r e s p o n s e : annlogy. growing. surrounding and, on B? candidate relationship research purpose o f th is F irst, company w hich tom ato and program, a monntonic inform ation and n no candidate is answer. The c e n t r a l the into Previous some p r o g r a m s m eaningful F o r any g i v e n he t r a n s l a t e d provide m eaningful the yes criteria a GRF X and c a n d i d a t e 3.17 is A has from school 1290 and point quantities average of this num erical good tom atoes. a n d met w ith 13 (3) The "experts" think ,rb c e f s t c a k " may d o b e t t e r than other brands. The c o n c l u s i o n does is h e know t h a t only logical but do n o t carry it admit ability, data admit everyone. which the tised student resenrch their attem pt differ what far! If done on to to him? provided to in tells criteria is that ' Hi e p r o b l e m of graduate b a s e d o n how w e l l w h ic h h e was When t h e there are false negative in the the be student three is the best types process. have its are Pre­ in W h e r e we already "growing one o f q u a l i t y performed Ihe o n how fared situation. is of of infor­ clim ate. an e v a l u a t i o n has successful inform ation programs grow, of success. u s h ow o t h e r s programs then to sim ilar their start, no program adm ission us witli graduate needed the in a somewhat analogy is w ill probability two o f There tom atoes decide, provides What a student if to analogy, these know needs the not. from t h e im probable; highest set obvious to But and sec w hat h ap p en s. is the data He d o c s latter process this use appears know i f lias date prow? you want The t o grow to m a to e s . tom ato p l a n t s analogy currently the grows b e s t ? decision to in from th e tom atoes." to are has vious this able actually bach program student outlined set w ill surc--plnnt too R e fe rrin g back m ation h e may b e I f you want your program, can be outcome o f y o u grow them. in that tom atoes o n e way t o The is of in the the c o n t r o l -adm ission program adm itted. decision two t y p e s made t o o f e r r o r which decision had he o r she been is error; adm itted. the admit o r reject can o ccu r. applicant The s e c o n d an a p p l i c a n t , The first type is the wh o w o u l d h a v e s u c c e e d e d error type is the false positive 14 decision; in the the the applicant program. adm ission that The were n o t adm itted Repeating (2) of level (3) performance of can he of performance To d e t e r m i n e if more t h a n o n e k i n d o f false this the positive for study, those the successful evaluation error of given applicants graduate of the or item 1 process in who of proposes: determ ining student adm ission in estim ation investigator for use representation situation not under review. developed the involves collected current value as of the procedure a quantitative a n d wh o i s study programs the the adm itted this term s purpose substantiate of the of an e v a l u a t i o n To d e v e l o p and t o in data to the ( 1 ) To d e v e l o p level focus decision no perform ance who was the the population. adm ission data set for decision estim ating . doveloped is useful in program. O v c r v i cw In their im portance follow ed was the n e x t taken. findings or, for study w ill be considered. the design of the the problem s The for each ITi e l a s t data to this a n d some o f interpretations the various by a c h a p t e r o n selected turns chapter of rem aining unit the chapter w ill analysis chapters selected data types w ill in involve this area This w ill study: cncountored and t h e and be How w h a t w a s as w ell an analysis im plications as as w ell used wrong of as the other uncovered. deal w ith and a d i s c u s s i o n that m atter, of studies w hether o r not policy o f what a next recom m endations b a s e d on the next step is steps should be, even w arran ted . CHAPTER I I REVIEW OE PREVI OUS STUDI ES In a l l areas of before. In graduate performance the areas have pages order to of to be the format has the same p r e d i c t o r the sole based studies criterion. criterion. The f i n a l varies. of t h e i r on p r e v i o u s to work choice rely The group a in findings. 15 on t h e the ascertain which would the follow ing th a t have been conducted the p a st in types twenty this of years. period with criterion sets placed into three major criteria. The first group graduate faculty in of grnde-point w hile rating of average still using the subject the as a are th e i n n o v a t o r s and t h e c h o i c e o f W ithin each appearance over second group, employs discussed same of to problem area s be are who h a v e g o n e a review undertaken unchanged and t h e those study, research reviewed on t h e which average, order of graduate studies grade-point criteria studies variations The classifications as in always rcoccurring remained e s s e n t i a l l y employed. of work was m ajor a re a s success The consists and th e The are the p r e s e n t prediction d ealt w ith. represent there maximize strength on p r e d i c t i n g being research, group, the the studies literature are reviewed in a s many o f t h e m b u i l d 16 G rade-Point Borg ion, (17), collected Record tion Average using the Exam ination of as .36 and Performance grade-point Verbal for C riterion average* and Q u a n t i t a t i v e 175 g r a d u a t e .37 w ith the Verbal Borg n o t e s value seriously graduate range o f the grading Chase, c t . a 1. M astery T e s t, portion tion of (either A or English D ifferential method w ith and personal last that about of test Test, on attendance race, for by sex, criter­ Graduate C orrela­ A bility scores discrim ination given all the restricted cases). scores: and th e A ptitude T est; data from t h e education. the reduced B in (8 ) combined a s e t C ooperative the institution GPA i s in performance and Q u a n t i t a t i v e were o b ta in e d . the the scores students respectively of as Concept Numerical the M ultiple experience, 1013 s u b j e c t s A bility to C orrela­ previous predict graduate GPA. The i n t e r a c t i o n scores were n o t m ultiple is Subgroup N a tiv e White N a tiv e Negro Men Women Total significant. correlation presented effects inputs o f the personal d a ta w ith A breakdown o f th e fo r each subgroup all test most s i g n i f i c a n t and t h e total group below. S ignificant Predictors jl C ooperative English C ooperative English Concept M astery C ooperative English reading reading Gex p re ssio n Gv o c a b u l a r y Reading GD i f f e r e n t i a l A ptitude .45 .52 .30 .64 C ooperative English Reading GD i f f e r e n t i a l A ptitude .48 * For the re s t o f th is c h a p te r the phrase "g rad e-p o in t average" w ill b e a b b r e v i a t e d a s GPA. T h i s i s a commonly a c c e p t e d a b b r e v i a t i o n f o r th e e x p re s s io n o f th e term . Furtherm ore, i t is both e a s i e r to w r i t e and e a s i e r to read . 17 The a u t h o r s found ma y c o n t r i b u t e their to finding result of efficiency lected the departm ents. felt the the G raduate graduate grade-point do t h a t the average at both the they do b e s t . Stordahl (43) in A nalogies The n e t graduate Test result at (16) the last levels; people over GPA a l o n e . across Ihe authors analysis. it Given would seem than the with statistical b a c h e l o r and predictors in of the GPA a n d t h e GPA R = .67. This usually continue enrolled doc­ study to in M a s te r's com bination o f M ille r two y e a r s .04 569 s u b j e c t s . .69 o f com pletion correlation an im provem ent o f in the best o f undergraduate adage th a t used a m u ltip le was rather col­ and Q u a n t i t a t i v e scores, a s t u d y o f 534 s t u d e n t s Scores w ith for regression point previous GPA f r o m u n d e r g r a d u a t e Alexakos the a com bination which degree programs, found t h a t Tests from 0 t o Verbal design a the p r e d ic tiv e A ptitude a s a m p l e o f 90 s t u d e n t s education confirm w ith respectively. study in courses ,18 in degrees would a p p e a r to and the test m aster's Education .19 for aptitude (2 2 ) u s in g deal GPA r a n g e d o f the Herbert ap p e a r to be av era g es by d e p artm en ts to which range. Exam ination of method. in to fu tility lies program were do not the problem toral Record functions Of more i m p o r t a n c e was an a t t e m p t were indicates test grade-point correlation subjects study the in scores M ultiple interrelationship that graduate (27) of test all in low c o r r e l a t i o n s grade-point The c o r r e l a t i o n for the and Walsh of overlap low c o r r e l a t i o n s . restricted Graduate scores the that the Madaus considerable undergraduate the prediction (M ultiple a s t u d y o f 92 M a s t e r ' s GPA. R «* . 4 5 ) candidates using of 18 undergraduate GPA a n d tho as predictors found a relationship it may b e significant could be done, formance in Newman found Riven terms (31) a m ultiple Exam ination deviation GPA. for However, a m ultiple not worth ful a sole avenue o f highly criterion study. in performance p ic tu re of range not the research far from r e s o lv e d . G rade-Point In students Average Webb enrolled C ooperative of plus p <'.05. a waste o f to predict tests Frankly, tim e. Wh a t graduate the score the Advanced reports of students .18 between that the range indicate in per­ psychology Record Psychology with size the for the in Graduate test indicates .18 would of graduate that each and the to of the standard correlation Rrade-point that is un- criterion. Newman's from concern is a small Furtherm ore, effect the Faculty is not indicate the and part parts w hile actual Ratings 1 94 7 - 1 9 4 9 : score, grade-point success summation o f t h e s e collected test graduate o f p e rfo rm a n c e by t h e review ed s t i l l and/or the school grade picture. (49) English that measure appear results 1951, t o be graduate This any t o t a l does of 66 can be s t a t e d restrictive of providing .213 w ith A ptitude effort. In summary i t age as test restriction the Exam ination GPA? a study R of of relationship, predicted by Record appears The a u t h o r the the it correlation effcctcd is the A ptitude tho grad u ate but this of in Graduate student falls as total far short technique, problem is Performance C r i t e r i a follow ing C ooperative the is restriction measurement that a m eaning­ o f the the aver­ data on 492 g r a d u a t e General undergraduate GPA. Test score, Tl i e c r i t e r i a 19 em ployed wore ment. R esults ratings than correlation a better than graduate GPA a n d indicated between was indicator a higher test very scores strong, of faculty the correlation and stu d e n t's between graduate Webb d o e s feel of overall GPA. that perform ance achieve­ test scores and W hile n e i t h e r the in ratings graduate are work grades. King and llcsco (25) the G raduate Record graduate GPA a n d p a i r e d • c o m p a r i s o n form ance. tween of research Exam ination Hie c o r r e l a t i o n K en d all's across success conducted predict Tnu a s this departm ents. the ratings The rating;; A ptitude and latter GPA. ness of the were in engineering em ployed Record for placem ent in 1/3, faculty scores and n a t u r a l (36) predictors, all A ptitude success was com parison lower M ultiple 1/3, and the o to of portion The and rather given that science either or faculty others of were overall per­ was o f perform ance (p^.05) was combined were the 011 119 s u b j e c t s not found b e ­ ranking of significant. dram atic negative the of bulk of the 48 g r a d u a t e com binations of U ndergraduate rating in a scores to skew­ subjects departm ents. a study Scores for U niversity criteria ratings 1.98 results in their an e q u a l i t y ratio the Purdue of the th e program ; students G raduate GPA. The stu d e n t's current i.e ., 10 top ^>, etc. correlation ratings to and N cilso n Exam ination criterion m iddle due quantitative seven assume Verbal ma y b e Test. method em ployed A critical at from faculty The Q u a n t i t a t i v e result Robertson fellow s A ptitude did n o t test a study produced com bination an R of .44 (p < . 0 S ) o f mean s c o r e on the between G raduate 20 Record hxam ination Science courses. lations but use as the dents w e r e made ties: "degree field; knowledge niques in tual breadth; constituted the As pooled all into coses. of m astery of, and overall GPA, various the study by not and Robertson 1955 1958. on an -point and at that 11 to use, express corre­ w arrant of on t h e and their ranged various for w riting; intellec­ oneself in the level all Record H all (35) subjects, the a from were range .08 on in any o f the predic­ GPA f o r W hile d ifj all com pari­ the predictor accepted percentage GPA. im prove 23 95R .41. compared. on dnta were 333 t o and g r a d u a t e or graduate data of to levels the i n an a t t e m p t t o collected Fxnm ination Test. w ith GPA included A nalogies c u t - o f f on faculty ratings general G raduate variables were o b ta in e d mean quali­ tech­ basic rankings groups five research on d e c r e a s i n g and N e ilso n of ratings the cut-off the .0 1 The in M iller for 958 s t u ­ knowledge G raduate the r a is in g the im pact scale The p r e d i c t o r rejected the and for o f g rad u ate w ork." com binations values had g r e a t e r increasing between obtained effect projected Robertson docs (48) available sample was n o t e d in to scores were not sons, than and N atu ra l significant b y Tul l y quality Advanced T e st significant variables produced relationships fundam ental criterion. ferences it of ability mean c r i t e r i o n different also obtained and a b i l i t y field; data assess also advisors 'Ihe c o r r e l a t i o n s To tors, were m ajor another Test, those g raduate wort undergraduate A ptitude of GPA i n M a t h e m a t i c s tools. to by t h e the com binations strength ratings adm itted undergraduate O ther prediction Faculty plus on a recent previous graduate 21 psychology both students studies was An a d d i t i o n a l exam ination a score score Record and (N = 4 2 ) the w ith com prehensive ratings success for Koadcn collected rating was to of thesis consisting Test; W hile the research. graduate of criterion receive was the the in Ph.D. com prehensive and a com bination score, M iller th eir of correlation scores was assessm ent degree. graduate an .54 Test .32 (N = 1 9 ) between w ith faculty .73. advisor Tho p u r p o s e GPA w h i c h mean r of o f M aster's from the m a jo r their the A nalogies GPA p r o d u c e d correlation The of provided candidate for 171 of the no accounting of test scores correlations were undergraduate the Ohio and th e S tate undergraduate produced. GPA; the The b e s t W atson-G later Psychological Test; GPA, a predictor C ritical produced a .40. study is do p r e s e n t "Careful program o f applicants In of and this authors in com pleted a variety correlation to study undergraduate ratings the Ihc perform ance. o f m ultiple Thinking A ptitude exam ination faculty SO. capacity a w eighted scores. (30) augment on follow -up on ratings exam ination original subjects. junior-senior and Using the Exam ination who h a d set, in some fncul ty the rating index b ased candidates series faculty and com prehensive Owens the augment criterion A selection G raduate to not an mu c h im portant consideration study different of insight the than for specific is essential before (29) developed a factor its the predecessors, direction of future requirem ents of a a w ise selection of can be m ade." 1969, M ehrabian analysis o f the 13 22 variables used by t h e departm ent. year, six variance With factors in 1. the Test adm ission a sample o f committee 266 c a n d i d a t e s were o u t l i n e d decision Score to for which accept Percentiles or reject. - G raduate M iller Grade I’o i n t 3. Research Average - O rientation UCLA p s y c h o l o g y the for 1968-1969 .75 o f These Record the factors arc: Exam ination and Advanced T e s t A nalogies Sophomore - for accounted Apti t u d o 2. the and Test and S e n i o r y e a r s Previous experience and letters of r e c o m m e n d a t i on 4. Grade Point Improvement - Increase first 5. 6 in last two y e a r s over two y e a r s Sex . M athem atical Training - Number o f m a t h e m a t i c s or logic courses The test adm ission score performance in candidates. tative use of l o a d e d e x t r e m e l y h e a v y on t h e score, the and last of current increased faculty Record factor GPA a n d evaluation that two y e a r s does grade-point school for a w eighted Exam ination Advanced T e s t , graduate scales criterion were c o l l e c t e d indicated sophistication rating analysis, a faculty potential correlations G raduate predictor With of research M ultiple A ptitude the of graduate term s o f the the b est the th e worth o f consisting bination decision factor. To d e t e r m i n e measures committee of 79 c o m­ Q uanti­ a v e r a g e was performance. o f th e methodology appear to produce employed, a stronger 23 r e l a t i o n s h i p between measures present level problem s. point o f performance. The m o s t p e r v a s i v e average rating of past on t h e a student rating he h a s , The d e p e n d e n c e o f these There arc, problem is in all Another c r i t i c a l problem terms the time In o r d e r to rater develop useful results solved in lines this of the are in variables stantial variations under discu ssio n lack is studies o f adequate In O ther than arc of in the the done the replication is graduate their the o f Performance The p u r p o s e of th is in to grade- member i s student. accurately both in same s a m p l e s u b j e c t . which w i l l must yield first some be r e ­ past and/or choice In most twenty The s t u d i e s in of predictor or realm o r kind Faculty two c o n t i n u i n g prediction. usual its Average represent choices. they cases uncovered years. are sub­ the study in the re­ In some c a s e s the indeed u n fo rtu n a te . 1951 a m o n o g r a p h p r e p a r e d b y The P r e d i c t i o n the manner. only one o f in the analysis reviewed of usual on reliability that outside that reliability G rade-Point area of of faculty graded rater data and p l a u s i b l e innovators criteria the effective the influence If a su b ject's s o me r e o c c u r r i n g im possible and r a te r s two c l a s s i f i c a t i o n s research is is problem o f r a t e r C riterion first section view o f an a workable Performance Ratings The across the likelihood, two m e a s u r e s and t h e however, o f performance. assess. of performance Kelly C linical s t u d y was and Fiske Psychology to ev alu ate (13) first the various titled appeared. procedures 24 employed in training clinical psychologists f o r work A dm inistration installations and t h e predictive procedures later in the for success both in V eterans validity training of program these and th e profession. The s t u d y was involved in objective tests; test was perform components: of in had O ther 1. 2. clinicnl did of tests; tests, tests. o f an socio-em otiona1 diagnostic two i n - d e p t h in ter­ The c r i t e r i o n psychologists clinicnl R ater of arc employed expected to be elim in ated w ith relation acceptable to consist clinical skills. of three functional the authors separate of diag­ these measure, the criterion. skills While objective a common c o r e w h i c h inter- refer to com petence." as b e i n g role the no seems single im portance were: a small w ith satisfactory accom plishm ents, a g r e e m e n t was h i g h e s t occupational sig n ifican tly no function, and s o c i a l identify results Only indicate no c o m p l e t e l y was e x p l a i n e d ra te r's study terms and t h e r n p y ; "perceived This the Intellectual correlntions as consisted i n t e r e s t s - - and c l i n i c a l four p ro jec tiv e which techniques 198 t r a i n e e s a VA i n s t a l l a t i o n . criterion, criteria of and year period w ith intelligence of situation-series functions Results nosis The p r e d i c t i v e of values consisting in a five b a tte r y - - containing and a v a r i e t y those The program. and m e a s u r e s procedures views the conducted over d u e a s much t o as to proportion criterion loss on t h e the ability of the the of function most component. of the the ra te e . objective measures, of predictive intellectual tests of these ability. correlate tests could 25 3. Standard psychological predicting future performance test as scores the best do about as w e ll professional at staff members assessm ent. 4. The p r e d i c t i o n training is generally of relative more a c c u r a t e standing in than prediction the tho group com pleting of training outcom es. 5. The and t h e relationship number o f v a r i a b l e s ment b a se d on credentials objective test profile Webb ( S O) conducted grade-point academic and ability from g r a d u a t e progress the research of Academic the W riting and and and the Three the p r e d ic tio n m arkedly n o n lin e a r . good Genernl of of as recommendation) all predictors departm ents C ulture using test C ooperative criterion to measures Achievement courses); Research (m echanics, plus combined. undergraduate develop English ratings: Expression Assess­ test were an as developed (GPA p l u s (ratings diction o f work and o r ­ papers). the than o f research ability criterion than dictor of the criterion. is across faculty follow ing achievem ent criterion of a study accuracy letters as in n o n - r e s e a r c h Webb d e v e l o p e d Hj almost predictor. courses); ganizations (grades, predictor grades ratings is the employed C ooperative achievem ent a w riting in between the w ill o f the a better research criterion w ill be hypotheses: be than criterion the a better achievem ent achievem ent predictor and criterion criterion than of achievem ent a b e tte r predictor expression predictor o f the criterion. o f the research and a b e t t e r the pre­ expression Using accepted w arrant a m ultiple correlation as no sam p le p r o v i d e d rejection. This was s t u d y was w e l l constructed appear s o me to have In an a t t e m p t instructions to factor analysis ficant rating real to in a predictor, the authors found and d i s c r i m i n a t o r y factor. It set, their and of the insure a buffer discrim inatory, for the In r e c e n t school utility there of graduate of this S tarting use o f such the and d i d criteria (44) and two found factors two s i g n i ­ and g e n e ra l was A ptitude T est factor the w ith be scales for as less excellence of personality scales .50. scores to nature essentially rating through employed a excellence given are personality has been school little procedure. w ith as W eb b 's the p r e ­ variables irrelevant. the needed academic to be included judgem ents. U nfortunately, d o u b t on t h e people years records success. rating that to design academ ic-scientific relationship However, are scale the that, such v a r ia b le s factor Kinnane tho p e r s o n a lity than areas occurrence criterion Exam ination s h o u l d n o t o c c u r and order to all problem o f d e f in in g conclusion a significant in the dim ensional Record reliable is of academ ic-scientific G raduate in were benefits. The i n t c r c o r r e l a t i o n Using th e dictor terms potential o f an e i g h t data hypotheses a most u n f o r tu n a t e S uzicdclis factors: personality. sufficient avoid th e raters, techn iq u e both candidates has been done The one s tu d y to as to review the a predictor determ ine encountered does high for the cast some records. statem ent; earning doctorate a movement degrees do a s i g n i f i c a n t appear to be proportion gifted on of the basis of a 27 high school Kcnick His grade-point ( 3 .3 ) c o l l e c t e d results "risks" indicate on t h e the month p e r i o d on to the utility the in the a nine Of t h e 106 s u c c e s s f u l com bination appears to V ariables between taken this as bo which first factor, you have to adm it com pleted the all to is 7 were an d Huber (42), doctorate in purpose is the 64 p e r s o n s employed the best arrive in a s tu d y of in of a success. to be u n s u c c e s s ­ 41 w e r e finding incor­ that discrim inant to scholarly age; at the function work. number o f y e a rs An i n h e r e n t least the wh o h a d e a r n e d probability are: to of receiving o f MA; a n d n u m b e r o f in o r d e r clinical were candidates factor candidates--at the as predicted graduate work. that answer degree. commitment starting for students the Of i n t e r e s t this as over a five compared w ith the to a s c e r t a in factor of BA a n d sem ester o f however, S trieker a contribute com pletion of in to classed R cnick's defined were which produces doctorate. a firm no. 64 u n s u c c e s s f u l successful. related .39! of success, candidates, the ratings a design attained of scores? and r e c o m m e n d a t i o n s . f o r m was is test sample were 106 e d u c a t i o n not function of variables the predictor variables out of the classed of and recipients teacher y e a r period tw enty discrim inant of developed predictors linear rectly rating ratings grades (28) s a m e p e r i o d who h a d However, school records A sample over 269 school and G ill A pproxim ately ful. for over half of a standard degree. doctorate teacher intra-reliability appropriate graduate data of high o f high M arascuilo finding such that basis Furtherm ore, average, credits problem with a prediction, for re g istra tio n ! 37 p e r s o n s psychology, who h a d developed a prediction 28 set of 15 i t e m s . A ptitude and Advanced undergraduate GPA. months betw een tion Seven were o f the the o f minimal (2) graduate (3) of value as The b e s t This to using the other were third Graduate eight were graduate year in Record Exam ination derivatives GPA a n d t h e the of the number o f pro g ram and comple­ the Pearson Graduate Record Exam ination a predictor of e ith e r correlation method courses. relationship psychology grades inconsistency a review by Reyes of - . G 2 was in in oral grades and Clark variability were GPA w a s the under­ However; and t h e apparent com binations criterion. p re d ic to r of graduate psychology intra-individual m ultiple results: single An i n v e r s e undergraduate jected the GPA i n on exam ination. follow ing (1) All the end o f th e A 19 x 19 m a t r i x produced tests, The c r i t e r i a the oral based as (3*1), grades earned found to exist exam ination between criterion. a p r e d i c t o r was sub­ Their hypothesis that is a w orkable m oderator * variable was not up o v e r hold later grades better than in grades rejected. sim ilar time grades predictions showed th a t for consistency dim ension. consistent for students docs The p r e d i c t i o n students w ith high of was no inconsistency received. e t.a l. w hether g ra d e -p o in t criterion. (54) in inactive designed average o r T h e ir sample doctorate had been results any s i g n i f i c a n t from e a r l i e r W illiam s, the The for and longitudinal graduation included education a wa s 33 s u b j e c t s study determ ine a more s i g n i f i c a n t who h a d 51 p o s t - c o m p r e h e n s i v e a 21 m o n t h p e r i o d . to M ultiple received subjects correlation who 29 indicated that producing a correlation cant the predictors M aster's This of factors at th e same severely criterion .65 were program received. graduation wap c l e n r l v (p ' . 0 1 ) . related However, to prior institution lim its the a better the most attendance where the use o f such choice, signifi­ in the doctorate was a prediction device f o r ma n y i n s t i t u t i o n s . As w i t h latter not other group has large fact the be s p u r i o u s . places results one in on in the now t u r n s sound discussed throughout m entioned, the area designs set which he hopes in selection on linear replication [K elly accepting and the sample those Piske both this regression for (13) positive a group o f s t u d i e s resolving proceeding In most question to process variables. w ithin a specific In t h e review If pages. cases, as crosses the s o me o f graduate and t h e justify to be confounded g iven uncontrolled stay to for the o f design. the program has of m ajor problem with for subject design position considers the based The a b s e n c e o f of reviewed, In some s t u d i e s correlations terms approaches size ma y is in studies which a n d Webb (50)1 and n e g a t i v e faith. ■The r e v i e w in research some p r o b l e m s . and high showed p ro m ise two is investigator reoccurring problems been p re v io u sly a r e no c r i t e r i a appropriate. a study the performance p re d ic tio n researcher possible program to the As h a s there program which develops when th e criterion set number o f i n t e r v e n i n g and to be the available a criterion furtherm ore, lines m eaningful maximize t h e u tility lies it of needs the to criterion s e t. o f performance prediction the number o f s tu d ie s 30 containing the follow ing A fter speaking applied to the select and p r e d i c t o r tion process! find relevant logical to It predictors point needed "policy capturing" is (23) not of The f i r s t graduate the to "garbage the The latter c e s s was term ed Normative Judgement order reach the A least predictor squares ( 2 ) *n*e v a r i a n c e group is actual selec­ criterion to The used to question. generation studies but being arc a employed somewhat capturing" in 11 ) 6 8 the item s of his A nalysis joint Houston approach on e a c h expression the b e st , approach by to subject policy. the policy determ ine (N = 3 0 ) This author. is the pro­ In achieved, the wore ta k e n : s e t was sim ilar variance the predictors follow ing judge (1) the program in current f o r each steps from the were appeared o f 22 p r o f i l e a p o in t where in previously predictors what p r e d i c t o r s lin e a r regression in generate run. a "policy performance (N = 2 0 ) been long the in has surprising. approach. employing a m ultiple to im portance follow ing to applied can" p re d ic to r to program. this school establish relative to proceeds m eaningful rejection quite of predictors study not approach study developed is is or specific representative to a set would seem t h a t w o rk in g back selection the that students What i s w ithin fact i n c o n s i s t e n c y was c o m b in atio n s which w ere n o t starting determ ine logical regression for cnch ju d g e 's combining o f computed. for all coefficients judges are is compared grouped and th o se w ith and a v a r i a n c e for this computed. (3) The o v e r a l l loss in predictive efficiency when N i s replaced 31 by t h e b e s t N-l (4) sents set of Steps the best raters 1 *3 a r c joint policy indicate that is also 2 until repeated for a ll computed. R^ raters is with computed* as little This error repre­ as possible. R esults same p o l i c y with the as profile ttoscoc A nalysis the as In m ultiple data a criterion to employed determ ine Record T.xamination results 2 31 were the A ptitude doctoral . . . , and Advanced l e s t of two faculty dictors (53) members. groupings Both g r o u p i n g s Normative predictive Test recipients Judgement validity and th e a n d 21 of Advanced dism issals Graduate g ra d e -p o in t „ .. j 1 Received d egree N ormative Judgement A n aly sis* *. w Faculty ratin g s* * in Q -sort Technique 12 f a c u l t y analysis the a study to Using for .75 of the The i n v e s t i g a t o r is assuming the 33 d o c t o r a l the 14 v a r i a b l e s and awarding one m a jo r problem w ith of determ ine em phasizing accounted .39 .34 .60 .32 _ . ^. . A ptitude ployed th e judgement the C riterion n . . R eco rd I-.xamination c t.a l. the essentially achieved: _ , . Graduate W illiam s of tho Predictors v using It = . 9 3 . (37) a study o f follow ing was judges were correlation and Houston G raduate Test. the all of the "Judgemental fo r each different recipients variance A nalysis" subject predictor em­ he found variables. between the pre­ degree. three t h a t b y now t h e studiesju st reader review ed. hasr e a liz e d Hie t e c h n iq u e * 16 j u d g e s r a t i n g 30 s u b j e c t s o n a 5 - p o i n t s c a l e o f p r e d i c t o r p r o f i l e s o t h e r th a n G raduate Record Exam ination S co res. ** 16 j u d g e s r a t i n g 1 0 d e g r e e r e c i p i e n t s whom t h e y k n e w o n a 1-10 ranking o f p r o f e s s io n prom ise. the .32 in use is achieved employed is an In 1968, graduate in faculty w h i c h was the design! rating used in What i s criteria. the actual being However, selection o f the The s t u d y representing Score, six were: was produced by th e w hich was the is conducted G raduate predictor to (m ultiple linear Score, Record b a s e d on that (12) Graduate under the w ithin 22 academic d i s c i p l i n e s . U ndergraduate A ptitude (judgement grade-point G raduate average, Gradu­ Record Q u a n t i t a t i v e Advanced T e s t , "common" s e n s e discipline), Judgem entally w eighted approach and s t a t i s t i c a l l y to im portance o f w eighted totals regression). The c r i t e r i a six success Board re v ie w e d 6 p r e d i c t o r c o m b in a tio n s Record Verbal A ptitude Lannholm, Marco and S c h r a d e r school Board. The p r e d i c t o r s w ithin the a monograph by Exam ination departm ents totals point unknown q u a n t i t y . auspices ate of of prcdictors on p r e d i c t i n g Record th e wrong a refinem ent com bination still at employed w ere q u a l i t y categories reflecting level current ratings o f performance placem ent w ith in the pro­ gram. All size in data were not some was The r e s u l t s poor across work Hie study. of predictive strongly and an follow ing in all departm ents and the sample sm all. departm ents The s t u d y future very available efficiency as w e l l as recommends emphasis points across ranged a minimum s a m p le m entioned in to disciplines. on d e p a rtm e n ta l are from e x c e l l e n t size of 85 f o r studies. the summary o f t h i s 33 (1) U n d e r g r a d u a t e g r a d e - p o i n t was 12 d e p a r t m e n t s (2) the but poor In g r o u p s where predictor in 4 of 5 others. undergraduate judgem ental ly w eighted than total grade-point proved to be was available a better predictor GPA a l o n e . (3) Tn g r o u p s c a lly w eighted (4) of total judgem entally proved com bination statistical jecting Dawes' to d e v ise strapping", school statem ent by of centered is linear predictors--a is adm ission higher four ofthese. problem o f determ ining selection (9). the the that decision considered eight predic­ at indicated com m ittee's in the wns c o n d u c t e d R esults applicants around the He r e f e r s at the job to th e Oregon stu d y 's a would have w ithout re­ docs this as it w ell process Research data of predicting itse lf," from th e monotonic value at least that as as is the "boot­ Institute. p r o o f o f the h y p o th e sis of the com mittee is hypothesis method t h a t com bination a better derived only over only adm ission nn a c t u a r i a l interest the s ta tis ti­ applicants. developed do case available Dawes the a term w ill one the were actual question. a sim ple than the in Of p a r t i c u l a r considers is in (N> 6 0 ) which in the of the 55 p e r c e n t human j u d g e m e n t "that in w ith Institute work scores be u s e f u l dealt any a d m i t t e d possible test sim ulation screened out size total. to used Research sample showed an a d v a n ta g e w eighted A s tu d y which Oregon sufficient The A d v a n c e d departm ents tor in a fair the performance (9:4). quality as adm ission of good as in com mittee graduate The p r e c e e d i n g the any adm issions low er v alu e. 34 Therefore, to do as since such the as linear w ell as actuarial of also we c a n of to further meet contends this to random e r r o r actual one principles predictors. related or near the assum ption, the error that variables than judgem ental zero ought by e x t r a n e o u s related system atic the function b e more v a l i d from th e w o u l d s um t o then actual Dawes should In o r d e r that the affected system atically and u s e considerable not deviations assume members, of itself. sim ulation that are not interpretation is method is com m ittee. assume com mittee judgement the the in q u e s tio n however, representation the fatigue, decision must a to p r e d i c t o r zero assum ption If, across o f the the sim ulation value. S u mma r y This discussion prediction a result of of of those studies doubt as to judgem ents or data available of techniques significant sim ulated process a predictor relationship substantial judgem ent success. validity success in in or of the indication the past. Most to or and as to the r e s e a r c h e r and of this provide is are the data. In is their findings. some actual criterion enough Therefore, of inform ation the fact that a higher co rrelatio n al m eaningless predictive the there s o me s p e c i f i e d has in problem s com binations, involved. judgem ent these do a p p e a r interpretation a sim ulation actual inherent dealing w ith results judgements persons of the between p r e d i c t o r the the in problem s th e program do not com bination than the school analysis where f o c u s e d on correlations performance the kind the S ignificant about graduate the lim itations has unless accuracy o f the we h a v e actual 35 As s t a t e d study is three (1) ing in the the chapter, the purpose o f this current fold: To d e v e l o p level first an e v a l u a t i o n o f performance procedure o f the current for use in graduate determ in­ student popula­ tion . (2) To q u a n t i f y the param orphic s e le c tio n of this data in ( 1 ). i tern (3). in developed of the various in process situations study to if turns achieve assum ptions pieces the to develop a level of performance developed have the as value developed any u t i l i t y and program s. now t o these to the decision purpose o f assessin g procedures a discussion purposes. and r a t i o n a l e needed com m ittee for the determ ining To d e t e r m i n e different This set adm ission o f the This w ill underlying construct the the design. research include design consideration selection of the CHAPTER IT f RESEARCH DESIGN Selection of the In o r d e r investigator to Sample achieve felt in c l o s e l y related (1) the use o f school stated necessary to disciplines same K i n d s candidates and, of purposes find who m e t Testing the inform ation An i n t e r v i e w adm issions and S o c io l o g y of these in representative stated sim ilar other to inform ation the the had been as Departm ents Canadian U niversities, F all, the used students the the departm ents criteria: selection enrollm ent of that graduate would recommended by t h e member r e s p o n s i b l e location the each (1) w i th department Fall, a minimum o f tw o t e r m s 36 in Educa­ the in the graduate Psychology the Each selection departm ent the process same k i n d s the p re v io u s five degrees adm itted 1970, and to was of years. c a me f r o m a p o p u l a t i o n undergraduate 1967 t h r o u g h study. used and t h a t least ( 2 ) who w e r e resulted fo r the inform ation for at for o f A nthropology, U niversity two d e p a rtm e n ts graduate and c o m p le te d faculty that The s a m p l e w i t h i n the p e rio d the a t M ichigan S ta t e departm ents study, (12:7). w ith process the follow ing in (2 ) h a v e a g r a d u a t e Service of a minimum o f t h r e e a sample o f s tu d e n ts a t the le v e l provide tional it the of from American o r graduate work for ( 3 ) who e n r o l l e d o f coursework. The c h o i c e 37 of these of the three sample investigator as adequately interpret countries, and t h e in two o f derived select two in the his the of had the The n a t u r e w hich in each m ajor records The considerable on third until bearing inability beyond these students the the on student criteria to 1967 was did not of one com pletion the to two prior characteristic departm ent advisor the c o m m itte e members transcripts com plete that or adm ission meaning o f of d e t e r m i n e d by to be or used were and P redictors of the currently could be study stated that adm ission decision: planned em ployed expressed partm ents the (1) The A p t i t u d e [2) The U n d e r g r a d u a t e Test in required the selection in q u a n t if ia b l e follow ing of the the of predictors process term s. inform ation G raduate use Record by All was the depart­ three em ployed de­ in their Exam ination. Grade Point Average for C3) T h e U n d e r g r a d u a t e G r a d e Point Average in fourth the third and years. discipline or related (4) A statem ent (5) At least A discussion of of letters these tion of questionable the science interest that were the two social indicated of the departm ents. fact This as was study. S election ment the com mittee term s. w ell lack three from th e characteristics of their goals by the candidate. recom m endation. w ith statem ent u tility . thesis in courses. predictors c a n d id a te 's in v e stig a to r's or courses and Further com m ittee members and of each letters of conversation review departm ent recommenda­ w ith members o f some p r e v i o u s 38 research in this m eaningfully those process which units discussing com m ittee in in led one the to norm ally order to correct, the the the is an not that grades if arc grade th is a qualitative devised. Dawes on (9) as to C olleges. In (1) by raw the Score score. of a rough by Cass at the predictive of the true. to the and M ichigan had i n d e x was data G raduate of faced based to be Record on to had method achieve to this that for collected be prob­ adm issions Com parative indicated adopted practice, grades. this institutions R im baum 's book, logically reputation" In o r d e r also know assum ption S tate influence process. to actual the S tate In w hile In the undergraduate M ichigan a "national index o f q u a lity and of at statem ent, Oregon had Dawes’ r e s u l t s and earned for indicated member o u g h t undergraduate work responsible faculty equivalent adm ission adm ission f a c t o r was o f knowledge determ ine the application. one w ith to Therefore, the com pletely not futile. A com parison latter lack is his some u t i l i t y TTie V e r b a l the rated summary, a the in selectivity has be not rating developed cedure to on the This made t o lem and h a d American a sixth review ing com parison attem pt study. person the person any members o f the assum ption. school com parison w ith gradc-point based was from t h e and w ith that would he equivalent probably A decision of removed school. the o f data predictors appear is conclusion two d e p a r t m e n t , this the the type follow ing about com parison made these made by does were other perform som ething this departm ent g rad c-p o in t w ith is led t o quantify two d a t a In area this this Guide pro­ study. were: Exam ination as expressed 39 (2) The Q u a n t i t a t i v e as e x p r e s s e d by (3) the Score o f th e as e x p r e s s e d by T h e GPA i s (a) computed Assign C=2, D el, tion reports (b) G rade-Point Average** a 0 to 4 sca le as use carried for the third two d e c i m a l and fourth places. follow s: a number to Fe 0 o r Record E xam ination* raw s c o r e . The U n d e r g r a d u a t e year Graduate the each num eric letter grade grade, if i.e ., that is A=4, how t h e B=3, in stitu ­ grades. Record the number o f c r e d i t s o r hours earned f o r each grade recei ved. (c) Sum e a c h grade column t o determ ine the number o f credits per grade. (d) M u ltip ly tion assigned (e) grade that D ivide points in * for grade to credits (d) and ro u n d o f f the in per determ ine sum o f a l l T h e GPA e a r n e d discipline total the number r e p r e s e n ts (4) the grade to g ra d e by t h e num eric designa­ grade p o in ts. rows in (c) two d e c i m a l by t h e places. sum o f all This GPA. undergraduate two d e p a r t m e n t s courses or social of the science graduate courses*** school for the For th e re m a in d e r o f t h i s t h e s i s th e G raduate Record Exam ination w i l l b e r e f e r r e d t o a s t h e GRE. T h i s i s an a c c e p t e d a b b r e v i a ­ t i o n f o r t h i s t e s t and i t s u s a g e i s w id e s p r e a d . ** F o r t h e r e m a i n d e r o f t h i s t h e s i s the phrase "grade-point average” w i l l b e r e f e r r e d t o a s GPA. ( F o r r a t i o n a l e c t . C h a p t e r 2 p . 16) *** F o r p u r p o s e s o f t h i s s t u d y s o c i a l s c i e n c e c o u r s e s a r e d e f i n e d according to the requirem ents fo r a b a c h e lo r's degree in the C ollege o f S o c ia l S cience a t M ichigan S ta t e : S courses in S ocial S c ie n c e c h o se n from th e D ep artm en ts o f A n th ro p o lo g y , Econom ics, Geography, P o l i t i c a l S c ie n c e , P sy c h o lo g y , and S o c io lo g y . 40 D epartm ent of A nthropology two decimal places (5) A quality the b ach e lo r's the follow ing 1971 degree is b a se d on the Row, New Y o r k , (4); (1). scale and t h e cific departm ents, are other to bo in which C riteria The c e n t r a l question the of the what w ill The he 6 carried (3 ). scale which awarded computed in adm ission program : or firs t she item (3); The for predictors in by Bim baum . Dawes (5); (2); contribution study w ill this (9:22) very not of this provide specific evi­ rating scale. further were the 1970- rating between and a n d M. values the im plied analysis Col l e g e s , selective, the agreement discussed Cass selective, conversation collected data and analysis w ith tested. of the spe­ th e y were em ployed. of the selection data set relates If a be a s k e d that highly selectiv ity Amcri c a n b y .1. 1.) co m m ittee's the in is of data to inform ation, analysis amount in itial departm ent m ation to num erical (6 ); U niversity adm ission the of item adm issions Gui d c selective, method o f the however, S election in 4 scale institution 1 of 1970) given (For r e a d e r the regarding These, very S tate dence study w ere Most s e l e c t i v e , (♦), A fter Com parative categories to a rating and predictor described e x p r e s s e d on (Harper M ichigan a 0 to manner. indicated: m ents as as by undergraduate book, m entioned, the the the selective for of in T heir verbal os expressed and co m p u ted rating The i n d e x developed as candidate to comes is to process the is how t h e specific adm itted to the infor­ require­ program , do? to mind regarding what ma y b e asked o f the s tu d e n t In C h a p t e r sure as the appear wa s concluded to process which this study examine asked o f all of of thesis. population was not com pletion doctoral any o r criterion to GPA. p a r t i c u l a r mea­ other to Graduate its other measures relationship performance unwise. thesis, student m eeting period o f In t h e tasks too small student are com ple­ o com prehensive exam ination indicated these the in to meet three that departm ent t h e number o f the any study specified legitim ate time sample requirem ent. Given easier w ill the by t h e of all relationship are norm ally and c o m p l e t i o n o f t h e size and i t s expressed the use o f t h i s However, tasks of that reasonable. of a m a ster's a review as exclusion w o u ld be e q u a l l y O ther persons com pletion the selection measures tion it course a criterion did not to II is that question require the s tu d e n t volved insufficient perhaps to do? this issue centuries. rational one to therefore definition remain have been the this purposes subject o f the departm ent prepared statem ent for of inclusion issue, to teach which have r e ­ of considerable the for decades, greatly enjoy investigator of that than task is and w i l l an o p e r a t i o n a l study. educational in the q u estio n academic w orld im possibility of this answer th e program p u rp o rt differences the to then i n v e s t i g a t o r would resolve realize student, the the throughout available c o n t e n t w i t h p r o v i d i n g no more f o r the A review the Wh a t d o c s While t h i s finally enough to asked o f The p h i l o s o p h i c a l and d is c u s s io n s being th e is restatem ent: around w ritings o f what e v i d e n c e was the objectives graduate catalog which led each to 42 the conclusion under study or that is faculty tw o-fold: which w i l l these society; this what to student sent the prior That of to Given assess the pletion if in every point in work these studied is ought to say, the level student in these to However, individual tasks variable tim e intervals at the degree. To ask all same p o i n t w o u ld p l a c e able It the in a n d how i t that to discipline their can be of to or some a t assumed w hich With of his the is same a working to which research. one satisfactory possible at this a disadvantage obtain vocational of common g o a l perform to com­ a certain variations the repre­ field. how d o e s task of perform students term s tasks, nature reach the m anipulation further conducting measurement to in form ulate q u estio n s specific the perform skilled and clarification for question do t o discipline. can the each the a specified discipline some b o d y perform requires ceiving occupation about must be o f performance training at this program the symbols student A direct asked training. t o be facility of programs occupation--college studies graduate have further some tasks? is the the the existence student conduct understand provide graduate students ro ad and w r i t e ) . to of academic and n u m e ric term s stu d e n t's his of accom plished he has these an the knowledge b a s e . student verbal know how t o the be the function (2 ) t o present of a specific college as O bviously, of that knowledge to and for The teach definition functions? (he h as can its does understanding to referred expand Given becomes; to purpose training member. (1) body o f knowledge contributes essential vocational university appears the the these of re­ same task o v e r which th e y 43 h a v e had no beyond the control. powers each program t o sure of the If the the faculty is to to ask em ployers the future a of was his task aspects of of therefore ten the be to task! to possible, require all Therefore, as of judge it is students an in indirect judgement th eir o f the mea­ faculty tr a in in g - - appears the it .a s t u d e n t , performance assum ption of graduate members w e re members as though those is inclined usually require knows h i s subject area; of research the questions members level of is appenred to his training best as of a pro­ S pecifically, indication ability ability; kind which ask. some compared to of communicate and a b e s t guess a "teacher-scholar. ” the literature, for expressed f o r t h e i r work vocational in one s t u d y which providing inform ation in is term s The categories nature a rating of the to that his representing graduate devised on concerns Lannholm, follow ing instrum ent. had o f em ployer indebted and hopes them j u s t i c e . performance em ployed perform ance what characteristics does the and w ith The i n v e s t i g a t o r (12) instrum ent consists oriented, perform ance encountered. their Given current review and S chrader were and s u p e r v i s e d asked faculty set of probable graduate a task perform ancc--the of faculty prom ise In t h e a be ju d g ed , candidate effectively; at arc faculty em ployer how w e l l such conducted being v o c a tio n a lly spective such investigator task a judgem ent? questions if replacem ent. e x a c tly what reach this stu d e n t's reasonable to of com plete m e m b e r s wh o h a v e a liven Marco adaptation criterion of set m easurable program and could 44 C riterion 1. Set: M astery of fundam ental of relevant knowledge in the stu d e n t's general field. 2. M astery 3. Intellectual 4. O riginality 5. Industry 6. E ffectiveness o f w ritten 7. E ffectiveness o f oral 8. Prom ise as a productive 9. Promise as a teacher. 10. H aving explanatory for the mentoer, term s was no tim e sion on o r In vant the expressed in the for the as of the explained. have scale as the presentations. research worker. to each category involved in the clarification or further the raters. of of plus and against ten did in established. set can that into the a further anyone of stated as these that request at expan­ categories c r ite r io n o fthe the This GPA, criterion strengths be m easured a prior legitim ate rele­ samem an n er as t h e relative point, community definition perform ance com puted self- categories. additional w hich data set of the now b e e n criterion study would be academic can be perform ance set achieve It this the term s adm ission In o r d e r of reports. name o f execution same to be placem ent no the graduate tra in in g GPA, weaknesses that a criterion undergraduate used application. clarification summary, to research. a person provided during in evaluation. assumed faculty skills. breadth. and O ver-all research and, set is and possibly, phase--the measurement device 45 to ascertain must first the be C onstruction and of and t h e of some o f relevant 1. Raters 2. In appears have to the that the the train in g is outcomes plus to begin these student perform ance-- of of the to the the more a c c u r a t e consideration of the the (I-dwards m iddle tech­ (2), G uilford facts: points of the scale points. levels the optim al technique approach. conclusion standing than the of personality (44) Scale on s c a l i n g follow ing extrem e relative im portance scales, the performance of literature the mark statem ents Kinnanc Triadic-C om parison rating produced prediction and the paired-com parison generally by S u z i d c l i s of a tendency com parison Adding t o (13) (6)], selection to be the construction and T o rg crso n opposed on g r a d u a t e Pre-T esting (3), as opinion com pleted. A review niques faculty of in the buffer felt nnd group prediction investigator instrum ent K elley com pleting of scales Fiske training indicated adequately fo r m easuring the armed perform ance categories. The o r i g i n a l Schrader w ith (12) consisted a provision happened to be by a group o f in question. tendency the sm all for the to group of as select research reached called the for by for m iddle results was Lannholm, each no o p p o r t u n i t y The i n s t r u m e n t who h a d planning constructed S categories selecting case. raters As c u r r e n t the instrum ent to a single and characteristic observe designed a concensus Marco to if that be answered decision rater o f the responding to ratee the g r o u n d w o u l d b e much s t r o n g e r b a s e d in the area of the "risky shift" scale, on phenomena A6 in sm all the group original lack research. 5 categories of observation tions Therefore to Poor, decision 7 categories, possibility. underlined): the The M arginal, By a d d i n g the spreading ratings categories was increased. among s u b j e c t s , as the compared to the categories these across C oncom itantly, a made to allow ing Below A v e r a g e , O utstanding. of still rating A verage, S uperior, possibility was expand for were Average, the (addi­ Above two c a t e g o r i e s the finer m iddle five discrim ination three-category spread, would he achieved. w ith The q u e s t i o n o f what created real some ideal for the high "boni loser" for the would a definite end or, to be more e x a c t , had to be p ro v id e d K elly and cision ison Fiske be rated. At this his (1.1) point, Paired of prior assum ptions the and peers design requires on t h e need that to the to to the w ithin right the all ju d g e d by compared w ith , program , into as the the other paired a serious that subject each question. (1) N is that conclusion developed be met; the Therefore, be be of r n t e c was t o be r a t e d defined in made a per­ expected was was be notion categories. R ecalling each trait total be subject status was leads three to selected nnd h i s could subject rater. that rater scale it the whom t h e study subject (2) to what concerning com parison other and m iddle course the every subjects the specify peers This in for was made t o w ith than to the end o f t h e end, as c o m p a r i s o n was If low up statem ent rating problem s. ceived subjects the that of the of the in manageable to com parison. problem . compared w ith To b e e f f e c t i v e rater compar­ subjects technical be de­ can size. rate two all B ased on 47 previous such attem pts attem pts .0001 that sam ple in would the thought of (or h e r s e lf ) the this is to be w ith these carried out, please the order to departm ent inform ation it the and ratings ratings rating to the populations, would The the for a triadic- rater The this Instructions of the him self triadic- anchor a com parison how the im possible. by select of entire Furtherm ore action. To s e e the of level respectively. chosen to by rate possibility course o f follow ed to seemed the results significance manner). sample logical refer a departm ent paired anchor p o in ts. inform ation study was circle in this to as on to from review population w ith most points o f each process H ating sample is in was o f the rater fensiblc. Due t o D epartm ent of unit of popula­ for this rate basis sent to relationship and a fairly e f­ knowledge was p o s s i b l e . all faculty one year. perform ance subjects Sociology, gathering members h a d p r i o r f o r more t h a n all the return a day-to-day list be Because departm ent six the logical a high population departm ent requested on th e both the interaction the the a pre-test. as subject required relationship achieve tim e was m ethodology would selected conducting o f the who h a d b e e n member was and if existing turn-around A list then the reflections, rated see w ould bo e a s i e r ficient of some in v e stig a to r's this other number o f a at the A. However, in given a forced-choice subject tion any a self-selected appeared sample A ppendix in students, would he u n a b le 9,312 considerable com parison w ith for (or on prediction raters 45,582; coding inform ation for com binations, 13,806; com parison allow manner require A fter gather faculty this theoretical to Each members faculty categories whom h e felt he and 48 could rate (return on rate a minimum o f of 77%) the fa c u lty member that the s u b je c t list population! w hich need this for 10 r a t i n g s at the also is per for rating was the to scales to in in review those feedback A rating rating However, verbal categories ''b est" subject "w orst" as It be most increased. o f the design faculty of the possibilities im petus geared to an indicated instrum ent I, to to the average that a pre-test. the raters for rnting who h a d 5 was noticeable H appily, and difficulty that subject S o me r a t e r s w hile they felt were that they to be to the be could reluctant their was men­ list 20 letter com plexity o f w ith were to a b i l i t y to understanding characteristics felt an number o f proved in reasons a cover the the this step Appendix A ), that as was population indicated assumed This the the (sec A p p e n d i x A) was construction containing considerable a "w orst" "poor". was minimum d i f f i c u l t y on w h ich and the added Sociology for members t h e r e was The m a j o r i t y of package sheet faculty of design instructions indicated the C onsidering 4 percent showing b u t lists students average only provided of Departm ent would w ith design process te n o r more s t u d e n t s . instructions 5. the adequacy. the the (see task. the of the triadic-com parison be accom plished the a rater, step only A lthough departm ent, sent rate represents previously. the a poor of mean n u m b e r o f 118 nam es, t h e this conducted tioned contained A review r a t e was Frankly, The n e x t the could fam iliarity minimum p o i n t subject he the than study. of felt that more showing the categories. indicated whom member i n d i c a t e d two ratings false as the seven rated. select to class " w o r s t " was in 49 fact "below average" and no " p o o r " w a s muc h s t r o n g e r est subject required the ought of the im ply subject possible, student of scale, what verbal better is the than trait is instrum ent to allow by N p o i n t s characteristic his in point? Building the o f where term the low­ triadic-com parison order to achieve rating category labels define It to w ill of o f the the rater do was select that was is ability all subject that indirect did the in than logic on it that other terms w hich re­ appeared whom h e p e r c e i v e d to the level was r e q u i r e d . s u b j e c t whom h e p e r c e i v e d point X2 o n of the scale, a "Some In e s s e n c e level not pur­ If the ability the measure of c a n make? better down on t h e that to that statem ent, su b je c t's points violation performance. scale." the in be av oid ed an rater " XI all a place­ t h e m on a s e v e n this categories sample, be r e c a l l e d and r a t e s from imply categories student the to to establish the end p o i n t s had the set o f the and t h a t designed of follow ing: a definition ability is comparison w ith flect had to of the in As t h i s statem ent perception T h e n why n o t Rather than were on a s e v e n - p o i n t subjects. this the self-selected criteria sim plest others." giving that the description X number o f s t u d e n t s can be expanded most the instrum ent. p e r f o r m a n c e on t h e selects rater a categories outside the rating rater this Given u l a r g e r s a m p l e was n e e d e d . pose o f this are r a t e r ’s opinion distinctions, rating purpose o f extent connotation revised. The o r i g i n a l ment o f the the The o f ma x i mu m v a r i a b i l i t y d e sire d performance to be than to be p l a c e d . anchor points w ould have lower. What to have t h e that the have least the 50 ability from h i s would be r a t e d fore, the seventh scale using first point, While gories, it "most A - on t h e did serve same we c a n of to another scale so that The n a t u r e for obtain each on of This and a discussion further Collection and pulled staff by t h e on a s e p a r a t e the All i n v e s t i g a t o r who c o n f i r m e d major o r s o c i a l tion. At t h i s the another results. science time the and t h e a possibilities. problem by one r a t e r the scaling are com bination sim ilarity is of w ill be Predictor for all subjects was and in placem ent any t r a i t rater a m atter a sliding best measure inter-rater analysis forthcom ing. the p o p u la tio n were the then scores the Data departm ent. GPA a n d r e c o r d e d follow ing and t h e data the test creates the of m aterial is a measure o f the procedure Scores the on equal procedure cate­ concerning s u b j e c t by a n o t h e r scale p o in ts in each verbal Sim ply s t a t e d , t h e same the placement problem o f all staff able" II) GRE A p t i t u d e sheet. thus seven one s u b j e c t of records clerical recorded with was p i m i n e d as p a r t Preparation The a c a d e m i c p ro v id e d with subject- rater reliability. There­ is on base-line ;uichor p o i n t s . Th e r a t e r resolved for as s a m p l e members "least Scale rating other term ed, accentuate scale All s c a l e was level scale the trait of chance. base-line ability second of the Hating least-m ost that on sample. two s u b j e c t s able". the interpretation of the these point of perceived (See A p p en dix with s o 1f - s e l c c t c d The 1a s t - t w o - y e a r s turned a n d GPA; the clerical over to GPA the computed th e undergraduate i n f o r m a t i o n wa s a l s o institu ­ recorded: 5] ]. Department of Sociology Graduate GPA D ecision o f Admissions 5 categories mit and o f f e r assistance; Type o f ship (3) - (1) admit alternate [4) financial or Conunittc A lternate Department Graduate Typo o f financial (3) admit adm it; and (5] (2) received Teaching (4) Program o r o t h e r m in o rity 2. candidates status; assistance status; all and o f f e r m arginal Trainocship; - none; or and program - were placed assistance; and o f f e r no provisional 5 categories in (2) financial adm it. - (1) Fellow ­ Research A ssistantship; (5) O pportunity Lqual ad­ funds. o f Psychology GPA financial assitance received - C ategories same as Sociology 3. Area o f specialization Current status Department G raduate Typo o f in - program - o f Anthropology GPA financial assistance received - C ategories same as Sociology Score on departm ental The r a t i o n a l e of the for the analysis section All for collection itse lf and w i l l exam ination of be the additional discussed in the dnta data is a function analysis each d ep artm en t. d a t a were previously qualifying be the then converted investigator. to the quantifiable term s outlined 52 At t h i s and point the rechcckcd d a t a were hand for errors. number f o r p u rp o s e s C ollection and 20 r a t i n g (because o f th e list the included raters covering the scale in purpose and faculty also A com pletion follow -up the letters th a t a three-digit of tim e o f to staff for the Psychology in the that at least faculty during to the on population to assist area), departm ent s t u d y was s e n t all the ra te r's for department specialization department m ailed instructions and a indicating all faculty one y e ar. leave period o f The and th o s e the study and process and institutions. two weeks was were s e n t at the allowed end o f this for this period in two o f departm ents. one-man r e s e a r c h rating p h a s e was team c o u ld carried function out separately more e f f i c i e n t l y as under arrangemen t . As e a c h rating p a c k a g e was a r a t e r number and each for that the list the the other Each d e p a r t m e n t a l the population students of who h a d b e e n o n t h e at sheets Data the Chairman o f im portance accepted p o sitio n s assigned containing Department those from th e p a c k a g e was C riteria name a n d a r e a o f m e m b e r s who h a d b e e n w i t h rating the the o f the locating letter of package subject wa s key punch identification. scales, size on t h e Much s u b j e c t Preparation The r a t i n g rating, of coded student scales profile returned, s c a l e was subject. At t h e were hand s o r t e d by the scale of all ratings assigned the scales the com pletion subject assigned three-digit of the assigned su b ject f o r each were return number phase, number and a n u m b e r was prepared. S3 The p r o f i l e ceived for scale each o f the The n u m b e r o f r a t i n g s p la ced on consists ten the mean s c o r e of performance categories for received the p re d ic to r of and t h e keypunch mean s c o r e s sheets according ratings that wore to re­ subject. then hand the subject number c o d e s . S P E C I A L NOTE: m issing predictors, A review of subjects m issing these figure the two p r e d i c t o r s w ith cases process contam inating the use o f th e other inform ation us t o his actual Data A n a ly s is the for the the for mean for subject, is level the it was M was decided categories to the is small statistically = for number of this remote. population, fN those possibility analysis on t h a t resolved. number o f a departm ent Given the be highest me a n s c o r e available. statistical to predictor this category the had problem o f com m ittee, GRI; t e s t and g iv e overall the indicated the Further­ g iv e n no the "best guess" predictor. Procedures detail requires the research problem facto sheets in v e stig a to r's perform ance The o r i g i n a l post on data category each p re d ic to r more, in any f o r whom n o s c o r e w a s o f such lined for population in the a b s e n c e o f GRI: s c o r e s , t h e mean s c o r e departm ental students the data Upon c o n s u l t a t i o n to In p r e p a r i n g plan called below. The s t e p s com pletion of all and d esig n research. for a nine-step A ll are prior being o f the process successive steps as d e a lt w ith research out­ step a prerequisite. The is that is each here in which centered m anipulations in the in ex study loft). are the each not placem ent criterionsubject selected, school highly the secondary ex p o s t different A nalysis Steps: (1) Determ ine by c o m p u tin g to im proper of m ajor the the to of principle applying to one this of random ization control to the next and d a t a of in research reliability intraclass noted of the steps of v ariability of the interval class correlation is computed by t h e step p arti­ and action was In minimize approach the com ple­ sound, was a number o f be conducted inform ation. to be and Ihe s t e p s follow ed. In unsuccessful in the and the respective unit. raters: class total to and d i s c u s s e d correlation d eg ree o f hom ogeneity o f each to logically had useful analysis be w hile I n some c a s e s any proposed plan hi o r d e r successive com binations gleaning is U nfortunately, step, accom plish. department the im portance. the and to graduate at interpretation. the taken w ill the an choice therefore represent fo r each self- lacks outlined chapter arc research approaches steps The p o p u l a t i o n s facto to alternate fixed tests. prior cases where are f o r many s t a t i s t i c a l reviewed p r io r those respective them selves o f enrolling the set provides difficult below then, data it is one s t e p reality variables of m isinterpretation, analysis of adm ission initial choice lacks, powers possibility tion in h a v e made t h e susceptive the the The i n d e p e n d e n t The s t u d y essence, to they inherent on fu rth e r m anipulation. and th e cular. the to o f w eights This was which p r o v i d e s [rater] scale," accom plished "a m easure o f relative B lalock (1). fo llo w in g method: to the The i n t r a - where MS^ = M e a n S q u a r e Between MS *= Me a n S q u a r e w ^ W ithin N (2) <= A v e r a g e N u m b e r o f C a s e s Determine who r e c e i v e rating: is ducted then (3) are than one computing based on t h e computed w ith performance present there more A fter categories F -test if category. then the for both significant rating and t h o s e nunber of the If m ultiple ratings a significant regression im portance analysis p r o g r a m known a s vides a step-down results of the F-ratio test program p io v id e also (4) to determ ine between the ten this placem ent performance step is (3) to accounted decision categories the of the and th e d e te rm in e which the performance (1 o r >1) an . OS f o r e a c h difference is found to be w ill this the for have t o be difference con­ exists, unit. step the is adm ission a m ultivariate FINN p r o g r a m w h i c h p r o ­ o f mean v e c t o r s . an a n s w e r to is o n ly one at analysis for subjects set of equality o f w h a t P, m e a s u r e s 1 Repeat s t e p level o f each p r e d i c t o r to The p r o c e d u r e variance received a single com mittee d e c i s i o n : of who r e c e i v e I f no s i g n i f i c a n t as between f o r each o f significance sub-sam ples. the differences t h e mean s c o r e t h e s a m p l e may b e t r e a t e d Determine Per C ell in the q u e s tio n : The "how much P . . . . P.,?" 2 N degree of in te rre la tio n s h ip adm ission G raduate criteria GPA: clearly com m ittee and t h e The p u rp o se o f differentiate 56 the sample and w a r r a n t . 1 0 was u s e d (S) as C onstruct sample a linear adm ission of significant step from th e scries. The p ro g ram U nrestricted is of the placem ent A gricultural Squares level of step. adm ission decision relationship decision obtainable: a m ultiple Least this o f the prediction for this called strength A significance for regression the and t h e is study. cu t-o ff point to a s c e r ta in predictors level the further as between w ell for the the as t h e The p r o g r a m e m p lo y e d experiment regression and p ro v id e s S tation analysis the BASTAT routine follow ing infor­ m ation : a) Simple the correlation for all b) A nalysis o f variance for the c) M ultiple correlation coefficient d) Regression c) b eta w eights f) P artial g) R 2 order in coefficients fo r each for regression and equation variance each p r e d i c t o r predictor variable variable deletes and th e of the predictor linear rule correlation for the actual expected set. The v a r i a n c e the The r e g r e s s i o n that between coefficient value correlation, hypothesis entered coefficients relationship variable variables program The m u l t i p l e order m atrix ( R) value o b ta in e d from th e 2 (R ) p r o v i d e s stronger analysis none of th e the linear The zero criterion com bination the strength la rg e r the of the zero relationship. o f variance provides variations the for the least-squares zero o rd e r re la tio n s h ip . the represents of scores a te st of the from th e r e g r e s s i o n 57 line is due to this hypothesis ticu lar the is F -test, by o n e all they statistical correlation between independent can. in itself. Any u n u s u a l an e r r o r in the must be have should the "m ultivariate not a direct determ ination evidence to test the check all of the amount can be e x p l a in e d have explained measure the the of and program the run a result follow ing fixed of and all Y distribu­ each variables the both to two a s s u m p t i o n s a analysis coefficient of variance variable provide regression the assump­ X variables Furtherm ore analysis of these be p j^.05. could be that Although regression par­ form at.* other assum ptions presence on shifts o f homos c c d a s t i c i t y . these that distribution about w ill this com bination distribution. of this variables between requires a normal conducting a measure other program For each 2 (R ) a n d t h e support the of level values placem ent distributed normal" the regression property be n o rm a lly in must be is a reliab ility predictor effect: Y distribution tions is in coefficient significance In significance after 3 provides linear F -test. o f agreement d a ta placem ent The u s e o f the and expected variable analysis tions actual The e x t e n t step The s t a t i s t i c a l d eterm in e d by the The p a r t i a l of v a ria tio n predictors. of may p r o v i d e in the sample distribution. (6) Determ ine adm ission least * decision squares decision the p re d ic tiv e as fo r each program u sin g the predictive validity of criterion: the original variables for the p re d ic to rs this is also predictors each of the and t h e done w ith and th e the adm ission 11 c r i t e r i a . A more d e t a i l e d e x p l a n a t i o n o f t h e l e a s t s q u a r e s r o u t i n e a v a i l a b l e in th e M ichigan S ta te U n iv e rs ity A g r ic u ltu r a l E x p e r i m e n t S t a t i o n STAT S e r i e s , D e s c r i p t i o n N u m b e r 7 . L S , " C a l c u l a t i o n o f L e a st S q u a re s " (M imeograph). is 58 The i n f o r m a t i o n lined (7) in step process analysis (8) as the to how t h i s section em ployed dealt w ith is in the same m a n n e r as the to on p e r c e i v e d be s i g n i f i c a n t accom plished out­ is in success step discussed in (4): those The in the data w ithin the sig n ifi­ departm ent. of categories to agreement found extent decision than of f o r each the perform ance regression extent categories D eterm ine cant was (5). D eterm ine perform ance obtained prediction from th e ascertain if possible actual one decision method is and more the linear appropriately other. Summary Sum m arizing of im portance test th eir graduate to the discussion the selection effectiveness program in outlined. by G r a d u a te GPA a n d faculty a self-selected for categories. the bight prediction a detailed this process predicting G raduate chapter, were of is the to steps be rating students have been conducted results in each w ill be ton outlined and t h e in the by the perform ance as study departm ent to measured com pleted on units and p la n s perform ance performance sample o f procedural S predictor defined graduate a triadic-com pnrison analysis analysis in t o how w ill unit present studied.* * I t is w ith c o n s id e ra b le re g re t th a t the in v e s tig a to r re p o rts th e lo ss o f one d ep artm en tal u n i t to th e s tu d y ; th e Departm ent o f A nthropology. H ie tr ia d ic - c o m p a r is o n r e t u r n r a t e , a f t e r 3 f o l l o w - u p a t t e m p t s , r e p r e s e n t e d 4 o f 17 r a t e r s a n d o n l y 2 7 o f 96 s u b j e c t s . Given th e d a ta a n a l y s i s used in t h i s s tu d y , no m e a n in g f u l a n a l y s i s o f t h i s d e p a r tm e n t c o u l d b e c o n d u c te d a n d t h e d e p a r t m e n t was rem oved f r o m f u r t h e r c o n s i d e r a t i o n i n th e study. CHAPTER T ill: Prior to to the fam iliarize graduate Since the com m ittee study the relative taken by Current prised of three by the Chairman by the A ssociate to contact Committee o f faculty of by the Chairman member. the the uncontam inated predictor is at its to convert terms decision for [1967-1970). in variables, each the Departm ent the order the should of the The o v e r - a l l departm ent and applicant; and s e e that decision. to steps be review ed. individually applicant review s since is sent receives is to 59 it the is the the the is is his co-ordinated next which receives com m ittee decision to term r e s p o n s i h i 1i t y adm ission his com­ a one-year applicant returned three n o member o f for process and re c o r d s The s h e e t application Sociology answer q u e s tio n s bach member o f sheet. of appointed data; rating and th e Thus, study m issing application ment o f f i c e this appropriate procedures study regarding review s appropriate the quantifiable departm ent. of the of m e m b e r s wtio a r e notification each of o f the arrive seems decision-m aking period into it Procedures applicants presented to results, the tho decision com m ittee Adm ission the purposes effects ’Hi e A d m i s s i o n are during stated adm ission the of read er w ith adm issions one o f W :P A R T M !:N T 0 I : S O C IO L O G Y analysis the IV the on depart­ com m ittee separate and com m ittee relatively has any prior 60 knowledge members regarding have reached three decision there is the not made the in Hach term s The first the is garding ment is tial and the to part to is in term s internal never final to university of D uring adm issions the the continuity * For of of has for during adm it. This or A dm issions point, among is the adm it, re­ The s t u d e n t The financial inform ation which the is is place­ rem ains to application O ffice this categories* made a v a i l a b l e the he has two p a r t s , decision five sheets decision. of assistance. made, confiden­ student. returned inform s the ap­ decision. studied, 1967-1070, re-appointed three of for two y e a r s . the interpretation category the decision application consists one o f only. been d e p a rtm e n t's span in the At If members , decision consensual If adm it/not G raduate tim e final Chairm an. all the three and t h e com m ittee w ith review s decision w ith three discuss financial discussed application colleagues. to a When a l l A ssociate com m ittee of his placem ent com m ittee were served the reject. decision decision One m e m b e r s e r v e d members the possibility is the at adm it o r an plicant arriving w hether only to the among t h e may c h o o s e com m ittee When a the to decision members prior the notified agreement returned colleagues. decision, forwarded adm issions second of his c o m m itte e member t h e n of com m ittee them selves are clear-cut is decision a separate sheets application included. the description, the This see some m e m bers on a y e a r four years to and the application C hapter III p . 51. the year basis. two o t h e r should have p rovided of of data reasonable and allow ed 61 for the c s t a b 1i s h m e n t candidates In the reviewed in judged to rate could be the Sociology Department On t h e unusually and this the each they of unacceptable. on high point. It fund over-adm it not to was n o t t h o s e who e n r o l l e d w o u l d b e that this assum ption detrim ental Population C hapter III. students enrolled. at least ducted. the valid since of the support. the the adm itted a d m itte d would not actually of the that percent the b e t t e r discussion com m ittee were contention ten adm ission c o me Therefore, graduate program enroll. further­ quality results and t h e r e f o r e it students w ill who h a d he shown contributed in a program. and Sample S iz e predictor procedure, adm its would was n o t manner t o The p o p u l a t i o n whom a l l the their jeopardizing more, In the a 75 p e r c e n t do so w i t h o u t only funds. of surface t h o s e wh o w e r e since received all 25 p e r c e n t w e r e t h e members o f t h e was afford policy a third which 400 a p p l i c a t i o n s w e re o f which approxim ately y e a r many o f could against judged. d e p a rtm e n t would o n ly because structure approxim ately appears students a norm ative 1967-1970 p e r i o d , be questioned of the of graduate d a ta were A fter who r e c e i v e d Of th e s i z e was of prior to the 10, the for study is to 105. but In t h e only 1 had not term th e rating 11 8 f o r outlined triadic-com parison by any r a t e r , all the and coded as reduced no r a t i n g rem aining fo u r term s collected com pletion sample students in rating group o f 13 3 were c u r r e n t l y been enrolled process was for con­ 62 Triadic-C om parison The faculty usable m aterial called from indicated subjects tually the to population return III, the rntcrs ' Hi e a v e r a g e the t h e minimum sub-sam ples on each significant differences category. in should were be prediction of by to the in be the rated apparent on the the to rate However, when and p re se n te d w ith had called for each 1 rating .44 lack for performance of yielded overall o f consensus as continuum , the subject between intraclass the for. 75 r e c e i v e d categories The expec­ three sample and many ac­ in v e stig ato r’s mean d i f f e r e n c e s com putation as expectation level. re­ gathering about received of be Id, 10 p e r f o r m a n c e .05 w ill was 30 r e c e i v e d the It able study. com parison of returned m ultiple these no correlation evaluation to where the two t h i n g s regression equations: the size number o f expected large y on of the in prediction discrepancies between a given perform ance standard deviations in the the category actual per­ rating. A reduction the the significant at bo p l a c e d expected formance (2) level ratings the A substantial to for a coefficient a c tu a l y and th e due for Because o f subject appear rating 1 05 s u b j e c t s , method r e s u l t e d not 21 inform ation responded beyond a v e ra g e number o f Of 72 p e r c e n t . number o f s u b je c ts An I: - t e s t (1) the of prelim inary necessary >1 r a t i n g . to did 29 o f w h i c h was rate that raters perform above what 3. a believed m aterial, The was for faculty asked tim es rater Chapter as tation. R esults m ultiple correlation efficiency coefficient. given (1) as measured 63 Test for G r o u p Pi f f c r e n c c s The m u l t i v a r i a t e between the 4 compared .10 level These sion adm ission to for groups the 2) U ndergraduate 3) Q uality tion Score the follow ing categories on 5)* for f o r mean d i f f e r e n c e s adm itted significant predictors the based on subjects differences a step-dow n GKF R ating (group at the F -test. p .001 p <■ . OS of U ndergraduate Institu­ p < . oor> variables for should predicting same groups perform ance of categories Grade 2) O riginality 3) [Effectiveness 4) Promise as 5) O verall [Evaluation in inform ation the resulted G raduate a therefore analysis 1) From t h i s yielded test GPA The m u l t i v a r i a t e between decision follow ing Verbal equation o f variance 1-3, 1) three analysis Point contribute decision variance in of the test on the most the Reports Research follow ing W orker conclusion can be on the F -test: Research Productive regres­ com m ittee. differences step-dow n the differences Average of W ritten to adm ission f o r mean significan t based the p < .01 p < .00 5 p < .01 p < .10 p < .19 tentatively stated : a) The G r a d u a t e among g r a d u a t e of GPA ma y p r o v i d e students then a more perceived accurate probable given discrim ination its restriction range. b) * The two perform ance categories F or th e r a t i o n a l e in s e l e c t i n g a n a l y s i s s t e p 3, p a g e 5 5 . dealing this w ith grouping, research see data and t h e 64 w riting category provides all could be a better evaluation assessm ent of The f o l l o w i n g tion, this with list d ic to r's is using cient list 2. to provide 4. 5. the the predictor regression w ith than that the o v e r­ score; industry and r r com paring possible tellectual breadth, r and intellectual r = .33 promise as by presenting on each pre­ a in p r e d i c t i o n possible the m u ltip le product-moment in research coeffi­ and ** - . 1 1 a productive * The s i g n i f i c a n c e l e v e l s p <.001 i f r >.32. as relevant research application. = . 24 e f f e c t i v e n e s s M a j o r GPA; prom ise provides = .28 m astery o f industry r = <.01 R ating; list in correla­ category. score; GPA; Q uality indication r = .26 o r i g i n a l i t y = -.03 U ndergraduate and t h e and a p p l i c a t i o n . GRH Q u a n t i t a t i v e and r The p u r p o s e improvement best variable a product-m oment an The analysis the performance GRK V e r b a l = .10 read er w ith amount o f coefficient ports each and w e a k n e s s e s .* for skills 3. presents categories. for a given r factor" R elationships 10 p e r f o r m a n c e the m u l t i p l e 1. "research performance m e a s u r e d by point correlation actual a as stm gths reference Category relationship, the into category. Prcdi ctor-Perform ancc range of i t s combined of w ritten re­ breadth. a teacher promise research bto p < . 0 5 i f as and r «= . 0 9 in­ a teacher and r = <.01 worker. r >.19; p <.01 if r >.25; 65 The a c t u a l as adm ission follow s: and r = decision, .34 o r i g i n a l i t y in o f com parison, research and r = .05 correlates industry application. M ultiple R egression When t h e A nalysis 5 predictors combined and a n a ly z e d the fo r purposes actual presented decision in Table Results e m p lo y e d by t h e using m u ltip le of the 4.1 adm ission indicate adm ission com mittee were regression analysis com m ittee, the a significant to p red ic t findings predictive as relationship. TABLE 4 . 1 M ultiple M ultiple R egression C orrelation C oefficient Regression R esults - Prediction o f Admission C oefficient R «= . 5 6 2 R“ = . 3 2 o f D eterm ination A nalysis o f V ariance F-test The s i z e tion of tween the m ultiple a statistically adm ission degree ginal p<,0005 of the the given D ecision of significant data linearity the correlation set 2 R . ly m onotonic r e l a t i o n s h i p and i t s im pact on The v e r y strong significant F -test, a measure for squared differences This the level relationship that decision for the mean i s an i n d i c a ­ decision. value o f each that is relationship indicates actual determ ining from t h e actual in t h i s fo r the variable predictive and the present value o f coefficient of accounted However, is mar- a stric t­ predictor is not Regression none be­ the present. ANOVA sum o f t h e f o r by th e predictors, 66 leads cant to the factor conclusion in the actual on t h e b e t a w e i g h t coefficients, the the prediction 2. Q uality 3. GPA i n 4. GRE Q u a n t i t a t i v e 5. U ndergraduate variables expected the this that It more c o n c e r n e d w i t h is as the Q uality 10 p e r f o r m a n c e m ultiple of test most to Institution f o r mean d i f f e r e n c e s , it found courses in the of in this the relationship m ajor arc ta k en adm ission how t h e has done in applicant the in the U ndergraduate categories, is these to be during courses the relationship Institution of com mittee p ro g ram to which product-m om ent that A possible interrelationship the courses appears have exchanged p la c e s. would a p p e a r t h a t the regression phenomenon. order of contribution GPA C onsidering R ating correlation Score The s t r e n g t h graduate applying. the p a rtia l Based coursework ma y b e ,65). given a sig n ifi­ co m n ittee members. and ranked in is Score Sociology two y e a r s . nature levels o f GPA p r e d i c t o r s (r = the R ating o f U ndergraduate to of of data set follow s:* GRE V e r b a l explanation last predictors as adm ission decision 1. two t y p e s the significance score R eferring back the that is o f the same applicant of the p r e d ic to r w ith im portance of this represents an e x a m p le o f the s u p p re s s o r v a r ia b le is a measure t h a t , in the the The s u p p r e s s o r v a r i a b l e variable the the w hile having * A ctual r e g r e s s io n c o e f f i c i e n t s , b e t a w eights, p a r t i a l c o r r e l a ­ t i o n s a n d s i g n i f i c a n c e l e v e l s ma y b e f o u n d i n A p p e n d i x B. For a d e f i n i t i o n o f t h e p r e d i c t o r v a r i a b l e s , s e e C h a p te r I I I pp. 38-40. 67 no r e a l relationship tributes significantly specified value variables in is of the the equation criterion the from i t s for alone, correlation b a s e d on com bination sets, of the the including student adm ission the to raters. The p r o c e d u r e s common k n o w l e d g e placem ent casual conversation the financial line first im ply t h a t faculty Sotting in the of significant from t h e and p o s t- h o c placem ent of stu d e n t's members the Regression students for of the 4.2 p resen ts the results discussed in fo r Table decision as a predic­ availability the the Both clearly create faculty. student the the indicate a base­ This "ought would the to be". level, evidence triadic-com parison rating scores com m ittee 8 o f the o f the at the meaning o f faculty. to the to Conm ittce were im plied used above. .05 adm ission found m entioned p e r f o r m a n c e ma y b o j u d g e d b y ANOVA F - t e s t was five ra te r questioning is set previously data its and t h e com parison w ith where prediction other in Admission decision actual com bination o f th e adm ission the known a n d u n d e r s t o o d b y im pression the o f the the departm ent apparently that Table in the an u n ­ com m ittee d e c is io n actual v a r i a b l e o f g r a d u a t e p e r f o r m a n c e was faculty w ith con­ (1:54). predictor variable reason when s t a n d i n g m ultiple the placem ent a sixth principal tor to 11 c r i t e r i o n added as The the resulting In p r e d i c t i n g each to decision performance analysis in the and the categories. same m an ner 4.1.* * A ctual re g re s s io n c o e f f i c i e n t s , b e ta w e ig h ts, p a r t i a l c o r r e l a ­ t i o n s a n d s i g n i f i c a n c e l e v e l s may b e f o u n d i n A p p e n d i x B. 68 TABLE 4 . 2 M ultiple Regression Results Performance - Prediction o f Triadic-C om parison G r a d u a t e GPA M astery o f fundam ental M astery o f re le v a n t O riginality in knowledge research of w ritten E ffectiveness of oral os a productive Promise as a teacher O verall Evaluation of prediction dictor the is reports reports Promise Although data research worker in Table evident, criterion o f these results with was a d d e d t o the i m p r o v e m e n t was p o s s i b l e . relative worth o f the the This member o f t h e statem ents and r a t e and m a rg in a l. variable, adm ission seventh a stratified in the c o m m i t t e e was to maximize sample o f . 34 .12 P <.02 . 37 .14 P <.02 . 39 . 15 P <.01 .43 .18 P <.003 . 36 .13 P <.03 . 35 .13 P <.04 .45 .21 P <.001 . 39 .15 P <.01 that a high i s weak. committee v a r i a b l e was statem ent degree the p re ­ A fter a dis­ a seventh a measure of of goals and i n t e r ­ fo llo w in g manner. asked th e m on a t h r e e - p o i n t In o r d e r P <.0005 to d eterm ine w hether c o r r e l a ti o n c a n d id a te 's The m e a s u r e was o b t a i n e d .25 r e la tio n s h ip between adm ission r ^ a . SO variables equation C .^ indicates linear and t h e variable ests. the 4.2 variables cussion the sk ills research E ffectiveness Regression ANOVA R Category R esults to read a sample o f scale--superior, the e f f e c t 50 s t a t e m e n t s Each of the average statem ent wa s u s e d . The s a m p le 69 consisted of those subjects triadic-com parison remaining sample split) dichotomy tical to tests, ences these this the actual coefficient the significance be the case the a d d itio n from t h e in coefficient m ultiple found. in the statem ent equation. correlations o f no the sta tis­ f o r mean d i f f e r ­ differences of w ritten (N = 5 0 ) for was total v a r i a b l e was As t h i s also de­ correla­ sample o f no proved to 11 c r i t e r i o n im portance con­ to m ultiple the on reports. predictors the for a ll a a n d 24 m a r g i n a l sample of that in conducting 5 adm issions range was in While f o r each placed significant for the of the variable raters, effectiveness the ( a 1/3-1/3-1/3 The i n t e r - r a t e r of variance decisions. prediction to Table 4 .2 , of the used to what least-squares (R) w o u l d indicate predict o th e r hand, question from th e and was sets, dropped study. results On t h e the conducted statem ents resulted analysis w ithin was sample s iz e analysis adm issions the the in selected group, three 26 a c c e p t a b l e p r e d i c t o r w ith was were the and n a t u r a l l y , of this R eturning could be in contribution to of sufficient regression using (R = . 5 2 ) , differences two groups score A m ultiple term ine for o f each of goodness-of-fit The m u l t i v a r i a t e between ducted frequency A com posite resulted t h e GRI: v e r b a l the test .79. allow statem ents. tion expected and no s i g n i f i c a n t a g r e e m e n t was "anchor p o in ts" (N = 1 7 ) . a chi-square rater as (N = 3 3 ) a n d a r a n d o m s a m p l e set Based on t h e selected the of predictive conclusions analysis? that a the d e c isio n coefficient accuracy. can now b e d r a w n The m u l t i p l e lin e a r com bination of the adm ission o f determ ination It is also evident from correlation of variables com m ittee. 2 (R ) r a i s e s that in all the 70 but two o f However, for the the criterion data from t h e mean d i f f e r e n c e s cant prediction given that all sets is lead m ultivariate the always For those among g r o u p s exist, Furtherm ore, are are is these questions R eliability Pi f f e r c n c c s of In o r d e r com parative The actual to answer th e which decision categories of were results in of the combined an aspect that actual and e x p e c t e d clusive groups. scale was this divided into U nfortunately, the of the to sample prediction and analysis Equations create on break problem , groups. bulk chance in the of on the Basis the must com m ittee four for regression these results? be­ It Group as of a be resolved. provided the the us w i t h bottom fifth places both into parts to therefore, an four m utually ex­ triadic-com parison achieve were h ig h ly m iddle two cate­ analysis four equal the placem ent The point in group placem ent? group. seven located the differences of first scales, scales fo u r groups in thut the the place problem has groups size continuous a sig n ifi­ categories group actual test now t u r n s . groups adm ission that same For measurement purposes scores must b e made to the significant above q u e s tio n s , m ultiple attem pt at occurred. variance conclude differences N of questionable second To r e s o l v e the delineates subjects. is the P rediction design 5 categories gory the that by to of has some p e r f o r m a n c e where is significant what would be e x p e c te d to in categories tw een analysis essentially how a c c u r a t e there prediction investigator probable g ro u p means distribution. significant four distinct unbalanced w ith two g r o u p s . Frankly, 71 this should have been solute scale trying to w ith get regression standard the logical on the deviation for deviation above the placed mean. below on deviation the the given the to action was and scale through For greater than located t h e mean a n d t h r o u g h mean t o located one-half at a more 1 presents than to b u ild Locations 1 on the one-half moan. deviation of the 3 < ------- * ■ 1/2 SD x i i i SD FIGURE 4 . 1 standard Group below group Scale 4 * * 1/2 the between o n e - h a l f Continuous 2 the perform ance scale. Group by o n e -h a lf standard a diagram is mean a n d each the standard ab­ w hich provided the set. Group 2 was an possible! therefore continuous of technique t h e mean a s achieved at com bination a measurement criterion placed Figure continuous was each above 4 was mean. o f the mean. from th e Group close This 1 was of course o f analysis. group was as basis category, standard results everyone The o n l y four groups anticipated SD > * i y 3 the deviation locations 72 The d e l i n e a t i o n o f groups a more even d i s t r i b u t i o n the purpose o f ing subjects this this at of analysis the through is to appropriate decision to presents the the predicted above method th e number o f s u b j e c t s determ ine point method o f g r o u p d e l i n e a t i o n Table 4 .3 the in appears relationship decision in the the achieves p e r group. As accuracy o f p la c ­ distribution, then reasonable. of the term s actual of the adm issions number o f subjects p e r group. TABLE 4 . 3 Comparison o f Admission A c t u a l Group* ic e m e n t Group P la c e m e n ts Predicted 1 2 Placem ent 4 N 1 17 20 4 2 43 2 5 11 9 4 29 3 2 8 4 7 21 4 1 1 3 7 12 N 25 40 20 20 105 Number o f Returning that Group 3 the decision to the purposes of this study, Subjects it w ill development o f a param orphic r e p r e s e n ta tio n is delineation one o f of the prim ary concerns. a num eric e x p re ssio n This w i l l sim ulating the p e r Group be r e c a l l e d o f the require adm ission the adm ission process * Tliis d o e s n o t r e p r e s e n t t h e d e c i s i o n c a t e g o r i e s 1 - 5 p e r s e , t h e numbers r e p r e s e n t w h e re t h e s t u d e n t w o u ld b e p l a c e d on t h e co n ­ tin u o u s s c a l e (see F ig u re 4 . 1 ) as t h e r e s u l t o f t h e ad m is sio n s d ecisio n placem ent. 73 decision fo r each show t h a t of the this subjects creating an assum ption dent from the adm ission design The m a r g i n a l to be would p l a c e the at param orphic is is student 1 or opinion the and i t s 2 means placem ent groups that f o r which "successful" ought can be assistance and th o se (3 an d 4) can be reconstructed o f each in as to be. 4.3 four group The p e r c e n t .37. It only of would appear statem ent e v i­ improve t h e a re-evaluation consequent effect ns Given as recommended f o r which "m arginal". a dichotomous either that of the on g r o u p the to a dichotom y. (1 a n d On t h i s successful the the kind o f granted, 2) assistance table represents a placem ent should be interpreted is candidate co m m ittee as assistance groups can bo c l a s s e d candidate adm ission financial categories Table necessary. of the candidate the the In o r d e r t o The a d m is s io n p la c e m e n t on any g iv e n collective is representation, committee placem ent possibilities diagonal tim e. at totals. agreement in Complete agreem ent subjects m arginal this totals reached. all intercept o f minimal analysis o f the yet identical l o c a t e d on that case. p o in t has two d e c i s i o n s intercepts quality subject in group then the These can be is not basis, classed recownended Table 4.3 b a s e d on t h e p l a c e m e n t or m arginal category. D i c h o t o m i z e d Group R e l a t i o n s h i p Between A c tu a l and P r e d i c t e d A dm ission D e c i s i o n P lacem en t Predi cted Success ful Predi cted M arginal Actual SO 18 12 20 Success ful A ctual M arginal Percentage The e x t e n t of agreement is .70. To d e t e r m i n e as a measure o f p r e d i c t i v e differences of the to right the was This puted using the the reliability, in As p e r f e c t (N « 1 1 8 ) diagonal; being significance conducted. population population the thus, each case the (summating in on t h e Z-test for the formula: left o f the in to the extent o f a 2 test to extent right diagonal) agreement would p la c e two c a t e g o r i e s left Group of proportional reliab ility distribution category follow ing the one o f th e a chance o f Subjects on t h e all left would b e h a l f o f right of diagonal. a g r e e m e n t was com­ 7S w here: Pj = the sum o f t h e agreement proportions (left = the sum o f t h e differing proportions (right P2 = to right diagonal) left diagonal) to * 50 q 2 = . SO Nj = S a m p l e n N2 = P o p u l a t i o n The statistical R esults extent p N of <.00S. of the agreement adm ission the dichotom izntion a question 1) a strong 2) data set the param orphic as success- equation for measurement w ill have been be legitim ate in to the this follow ing point, the alterna­ pages. follow ­ made: correlation the a explored presented coefficient adm ission (.56) com m ittee between placem ent the indicates relationship. which have rating of the an im pact coranittee in the decision undergraduate param orphic are institution, GRE v e r b a l and GPA coursework. The p r e d i c t i v e reliab ility agreem ent between is the into expectation as score, decision a chance the ju stified adm ission placem ent than show be of the J) differences placem ent of p<.05 W hether o r not The p r e d i c t o r s sociology at significantly. representation in set increased and s i g n i f i c a n t quality better adm ission analysis and was has which The m u l t i p l e adm ission far reliability can the determ inations the the level for proportional being decision Summarizing ing as dichotom y, the is Z tost By c o n v e r t i n g m arginal tive significance .70. the defined predicted as a percentage decision and t h e o f group actual 76 Predictive Accuracy One o f the the p u rp o s e s adm ission data perform ance. tion in B a s e d on D i c h o t o m i z e d G r o u p s set Using term s, of this study is in p re d ic tin g the dichotomous table the an a t t e m p t w ill be to determ ine level made t o of the graduate value of program format w ith some m o d i f i c a ­ see this purpose if can be accom plished. In Chapter III, a measure o f the scale for outlined those the fa c u lty 's Figure 4.1. g r o u p s which fall in successful" (3 and 4 ) w i l l be on t h e follow ing p ag es. in of variance has in added point. test Table prediction indicates g r o u p s which 4.1, has that the o v e ra ll category by the faculty in however, To t h e s e for reasons the fall triadic decision adm issions manner labels, labeled the mean The p r e d i c t i o n the tables presented p r e s e n t e d which all the be but m ultivariate group four to be analysis differences the are investigator discussed variables showed 2 performance at of actual com parison w ith com bining the 5 p r e d i c t o r com m ittee. the below relationship group placem ent o f the in 2) w i l l e v i d e n c e was 4 .8 show on t h e used in significant categories. through be occurred only f o u r 4.5 (1 a n d as The c o n t i n u o u s successful-m arginal mean As m e n t i o n e d b e f o r e , Tables placem ent to the 4.4 w ill was p r e s e n t e d be grouped "perceived m arginal". Table R e fe rrin g back categories. above t h e labeled presented significant Employing scale of perform ance. category w ill and th o se labels present perception each p erfo rm a n c e "perceived that triadic-com parison a future group the p red icted and t h e placem ent 77 TABLE 4 . 5 D ic h o to m iz e d Group R e l a t i o n s h i p s Between A c tu a l P re d ic te d Perform ance C ategory Placement: O r i g i n a l it y and in Research Predicted M arginal Predi cted Successful P e r c e i ved 35 14 21 30 Successful Perceived M arginal Percent o f Subjects in Group E x te n t o f Agreement = .65 Z test p <.05 TABLE 4 . 6 D i c h o t o m i z e d Group R e l a t i o n s h i p s Between A c t u a l an d P r e d i c t e d Performance Category Placem ent: E ffe c tiv e n e s s o f W ritten Reports Predicted M arginal Predicted Successful P e r c e i ved 37 17 16 30 Successful Perceived M arginal Percent E x te n t o f Agreement * .6 7 Z test p <.05 o f Subjects in Group 78 TABLE 4 . 7 D i c h o t o m i z e d Group R e l a t i o n s h i p B etw een A c t u a l a n d P r e d i c t e d formance Category Placem ent: Prom ise as P ro d u ctiv e Research Per­ Worker Predicted M arginal Predi cted Successful Perceived 33 16 22 29 Successful Perceived M arginal Percent o f Subjects Extent in Group o f Agreement = .62 p < .05 TABLE 4 . 8 D i c h o t o m iz e d G roup R e l a t i o n s h i p Between A c t u a l and P re d ic te d Performance Category Placem ent: O v erall E v alu atio n Predicted M arginal Predicted Success ful Perceived 30 15 21 34 Successful Perceived M arginal Percent E x t e n t o f A g r e e m e n t *= . 6 4 p <. 0 5 o f Subjects in Group 79 The d i c h o t o m i z e d regarding existing the tables validity of the group d if f e r e n c e s categories to data adm ission ment regarding seen as being this dichotomy in a function as the 4.5-4.83, At t h e to create The proportion for a given the successful predicted of students .51. W ithin to adm ission and not same t i m e , m arginal probability F inally, the is of .30 as are results in group regression differences. prediction in Table perceived successful. this 4.8, by point. overall the Therefore, score places regarding The c o n v e r s e from him X being decision estim ate from t h e him i n probability situation a probability for of the estim ate of perform ance. 3/S notion best 3/5. may p l a c e the cessful-m arginal of successful group performance illustrate a p p l i c a n t whose p r e d i c t e d successful scores this category The d i f f e r e n c e predictor predicted employ reasons. meaningful to agree­ to student obscure dichotom y, know t h e m b e s t , category performance regarding to in p a rt strong developed fo llo w in g example s e rv e s who c l a i m successful serves a successful-m arginal decreased. faculty, two c a t e g o r i e s due is follow ing fo u r groups are For the of fo r the the determ ining extent placem ent chance. evidence the a program would n o t be v a l i d of for program. graduate evaluation,is the graduate predict By c r e a t i n g 2/5 equation w h e r e mean d i f f e r e n c e s (Tables of supportive method t o scales The the successful-m arginal The c o l l a p s i n g is set additional prediction w ithin fo u r performance the present 2/5 in indicates the successful of the for appropriate is adm ission this th a t w hile sasple is actual classification, approxim ately decision X 's 1/2. being seriously a suc­ constrained 80 given that that all all subjects were were p e rc e iv e d adm itted. by t h e It adm ission must then com m ittee be as assumed capable o f being s u c c e ssfu l. Predictive Accuracy A more are in Terms o f Group P la c e m e n t rational p e r c e iv e d by the group placem ent is more s u c c e s s f u l than m ent by t h e ject or others. os capable o f the Therefore, process, faculty--on appear as an e x p r e s s i o n perceived the differences needed to com nittcc regression x being two by assu m p tio n would be t o what is assert to e x is t? belief based the answer th a t q u e stio n performance The t a b l e plus that w hile all of being s u c c e s s f u l, the that some w i l l on t h e placed in categories below p r e s e n t s equivalent data be group p la c e ­ probability successful--m eaning those P robabilities for of sub­ group one where the group data the GPA criterion. TABLE 4 . 9 Probability of Perceived Success Based on G roup Placement P r e d i c t e d Group Placem ent 4 3 1 2 Actual Group P la c e m e n t O riginality in E ffectiveness 1 or 2 Research o f W ritten Prom ise as a Productive O verall Evaluation G r a d u a t e GPA is Presentation Research Worker .75 .61 .31 . 36 .89 .66 .41 .27 .80 .58 .36 .36 .67 .58 .36 .20 .88 .70 .48 . 33 Percent o f subjects per g r o u p whom f a c u l t y p l a c e in groups 1 o r 2 81 TTie t a b i c the p re d ic te d the docs group student w ill There into are equation, in be unlike recognized as other categories subjects the faculty all four in groups have distributes the fo r the predicted-actual into O riginality as of these and in in sam ple group referred is to as the m a jo rity of t h e me a n categories even manner of from across the prob­ m a t r i x was c o n s t r u c t e d the between three E ffectiveness Research perfor­ o th e r hand, relationship Research, relationships w ith the the 1 on t h e interpretation of clarification taken on x t o Therefore, On t h e correlation that A prediction scores a fairly the are which must b e the perform ance in in a Productive is 3. higher th a t placem ent. table. in the chances ignored. placed placem ent For purposes one c a te g o r y which The m a t r i x 2 a product-m oment and P ro m ise are) of this is fact To a s s i s t table, ports the awed by h i g h received ability categories in that s m a ll--th e average N = 7, categories. categories. not better always inform ation is subjects the is who a r e found the b e l i e f m aintaining interpretation humans, number o f p e rso n s score support placem ent, th e the p o in t where a l l the fact some c o n s t r a i n t s ( t h e r e account mance in relevant performance o f W ritten Re­ Worker were combined the presented research in Table category. 4.10. 82 TABLE 4 . 1 0 R e l a t i o n s h i o p o f A g r e e m e n t on Group Placement Across Perform ance C a teg o ries Research Category Admission Deci s i o n Overal 1 E valuation Admission D e c isio n Research O verall Category .56 Evaluation .44 84 . 38 .44 Graduate All GPA correlations are significant at .53 p<.01 The P r o b l e m o f A f f e c t Focusing appears that performance tablished between the on strongest categories evaluation where adm ission to the The s t r e n g t h performance decision over-all performance b ased on formance category as c r e d i b l e in the overall sound re a so n evaluation for this In C h a p t e r design o f th is III be D ecision column, achieved in the have b ee n es­ of and o v e ra ll between o v e ra ll of the an a p p r o a c h There that on research as a c t u a l in evaluation inference combined is, three correlation category indicates a review category. the it per­ prediction fact, a rather phenomenon. one o f s t u d y was academic perform ance can relationship placem ent is Admission group d iffe re n c e s combined r e s e a r c h compared the prediction by o t h e r m e a su re s. the and t h e our attention the that item s, principles in order to personality m entioned insure related for the item s guiding th e accuracy of m ust be i n c l u d e d 83 to serve as b u f f e r s . in the an "affective role. gory and variate its this category at As t h i s sponge" located at is not accounted the .05 level derivation the is of the The p e rfo rm a n c e is that conducted categories, overall therefore categories the as the p a r t presented of in any o t h e r industry are level. is levels of the obtained to be s t r o n g e r in Further support Table that and e x p e c t e d . 4.10. and F inally, the as the is category input a buffer tests in o t h e r (.44) on th e R ater agree­ o th e r performance the placem ent socio-psychological category. assum ption category the one different expected. o f Table 4.2 step- signifi­ assumed bettor evaluation the measurem ent, obtained fo r the group was correlation than All somewhat a p p r o p r i a t e . to have R esults univariate categories, sponge" is appears the measured in intuitive cate­ m ulti­ But, category, assumed overall test as assumed the and a p p l i c a t i o n the p re d ic tio n the In scale. performance "affective intraclass levels evaluation--im plies w arranted be .9S the d e p e n d e n t on category, analyzed. significant ships the on evaluation. that evaluation can role given in c a te g o r y which of overall indicate for significant phrase the provided have rem arkable. at included and a p p l i c a t i o n h ow muc h o f w h a t fo r the other industry same p o i n t heavily to also f o r mean d i f f e r e n c e s for determ ining category the categories specifically appears significant the was was q u i t e o f variance c a t e g o r y was compared to ment performance and a n o t h e r effectiveness analysis down F t e s t , role ten The o n e p r o v i d e d was means w ere cant the t r i a d i c - c o m p a r i s o n , one s c a l e this F for In of a buffer evident in interrelation­ nam e--overall factors are both 84 G r a d u a t e GPA a s a Performance In C h a p te r as e i t h e r were was the sole reviewed. the II, studies p red ic to r set. ship present addition the adm ission To data in decision given this results of the group delineate given representing mean d i f f e r e n c e s sub-group conflicting same m a n n e r a s T a b l e s .26, that the the 1 and g r o u p 4. inform ation presents point. 4.5-4.8, groups. one studies G r a d u a t e GPA R = relation­ .50. In b a s e d on t h e relationship is t h e g r a d u a t e GPA e a r n e d <.01). problem o f range grade that (p GPA set these a strong test, and regarding existence 4.2 in d ic a te s in between placement actual in relationship adm ission grade p o in t to problem s a strong Table 4.11 deviation a criterion show t h a t sample to in placem ent, the point a factor re-occurring Table G r a d u a t e GPA. is as the G ra d u a te the D epartm ent o f S o c io lo g y with results p re s e n t between f o r any or absence o f a s ig n if i c a n t and t h e is w hich had em ployed criterion One o f t h e C riterion the has been restriction relationship The table using th e is minimum a b s o l u t e of the for the predicted constructed mean and t h e The r e s t r i c t i o n standard found in in the standard o f r a n g e phenomenon deviation difference from t h e me a n i s possible between 85 TABLE 4 . 1 1 D ichotom ized Group R e l a t i o n s h i p Between A c tu a l G r a d u a t e GPA and P r e d i c t e d Predicted Successful Predicted M arginal 44 17 14 25 Perceived Success ful Perceived M arginal Percent Extent 4.8 reveals grade point predictors coefficient tomy, ability this that above t h e is in the same m a n n e r a s 61 p e r c e n t o f t h e sam ple mean. s u p p o r t e d by t h e predicted successful of table Group subjects employed have The r e l a t i o n s h i p When t h e successful whereas .40 o f b e i n g groups variance as in Table formance is quite subjects again for 4.9, this have predicted the correlation for a probability differentiated the p r o b a b il it y group m arginal on t h e the of dicho­ .80 have department the appears basis a prob­ o f mean range o f s u c c e s s fu l 1 <= . 8 8 a n d g r o u p 4 " B ased on t h e e v i d e n c e p r e s e n t e d , a criterion probability a successful. are large; success for earned between a n d G r a d u a t e GPA e x p r e s s e d b y t h e m u l t i p l e Subjects o f being as in o f Agreement e .69 p <.001 A breakdown o f Table o f Subjects use o f the ju stified . per­ .33. G r a d u a t e GPA However, the 86 data p resen te d the in Table group placem ent and t h e clearly o f the m arginal regarding agreement group placem ent category tion 4.10 intercept agreement indicates performance this is categories relationship. across the sim ilar to G r a d u a t e GPA r a n g e conclusion of actual as that faculty grading a performance measures that There garding device for dealing their effect of o f the Tliis is not a review the all case. the the 4.9). the This to table for of are summed a c r o s s the actual below the collapsing g ro u p in g which o f the creates adm ission of an be to G raduate that the a function GPA alternative the and t h e i r w orth actual the P rior decisions re­ as to and G raduate indicates Program performance the m ajority c a t e g o r y mean. groups into would a suc­ distribution. indicate that this case. R ecalling that approxim ately 75 p e r c e n t a appropriate. artificial practices answered y et evaluation rows the not candidates. on th e the o v e r a ll scores leads is available. degree D ecision probability to given equations a discussion GPA s h o w a categories use o f w hich of intercorrela­ the appear are questions adm ission of performance docs n o t prediction The G raduate range (Table category on a n o t h e r p e r f o r m a n c e not w arranted, Admission received cessful-m arginal However, the dichotom ous may b e d u e the with between one perform an ce p r o g r a m p o p u l a t i o n w o u ld be Actual subjects not more v a l i d i t y o f the the percentage fact is questions on t h e on Therefore, some i m p o r t a n t these the In t h e category, criterion determ ining w ith E ffects practices. strength for perception dem onstrate are the fo u r groups relationship intercept Furtherm ore, factors the the of all applicants were 87 adm itted because act as this the only the total this for control b e l i e f would can of the cover appear applicant three com m ittee believed r e g a r d i n g who a c t u a l l y three study. the adm ission to be years pool Table order. o f the for 4.12 year period in came, presents period destroyed the would an e v a l u a t i o n U nfortunately, four y ear 196 7 was funding in this prior adm ission the to of review study the placem ent as start data 1968-1970. TABU: 4 . 1 2 A ctual Group P lacem en t o f an A d m i t t e d Adm itted Student Subsample U nrolled Percent of Adm itted Who U n r o l l e d Group Placem ent * 1 29 9 31 2 58 16 28 3 66 19 29 4 61 14 23 N 214 58 27 It not is noted appear to This is from th e recorded guaranteed. * the correct e x p la in e d by gathered both be that total given the fact running This being that that tally and m anaged t h e the number o f we h a v e the data f o r each tally case, enrolled the only A c tu a l P lacem ent by th e adm ission j e c t s dropped from th e sam ple. n sample of fo r Table year sheets applicants the and as does 105 s t u d e n t s . 4 .1 2 were many actual individuals com mittee w ith individuals count is not included group 5 sub­ flR from t h i s sheet were s h e e t was in folder. in the ten m issing y e a r, discussion, actual Table and t h a t for com plete Furtherm ore, subjects the all were 4.12 the Therefore, to be is as for Table 37 w h ic h w o u l d inaccurately. of prim ary that which all adm itted financial A check o f the indicate adm itted that of only this rather than candidates the is do n o t alm ost lower groups the actual assistance adm ission enroll records that contain does two not appear com m ittee had presumed. what was for th a t these enroll equal stu d en t population. of who d i d students their means the as in tally sim ilarity the students actually enroll since in a control the interest. U nfortunately, availability on presents, g r o u p w h ich do percentage set For purposes it over-represented strong 1971? is picture indicates this data a p p ro x im a te number o f percentage per For those Fall the four groups. are the recorded count, adm ission ag reem en t w ith what was 1967, however, more s t u d e n t s , groups th o s e whose their status term provides the as of data 4.13. T ABU; 4 . 1 3 Current Status Group P l a c e m e n t * Number o f S u b s a m p l e Who E n r o l l e d , (see Table 4.12) enrolled D o c t o r a t e No L o n g e r Completed Fnrolled Fall 1971 Percent Enrolled or 1 9 2 1 6 33 2 16 11 0 5 69 3 19 11 0 8 58 4 14 10 0 4 71 N 58 34 1 23 60 * See footnote p. 87. S till Completed 89 The p r o b l e m w i t h t h e wrong g ro u p o f students in group re v e rte d back to cost of education departm ent ing did While mcnt technique, th o most decision 53 are 4.14 ful itself. and seen the as presents w ith in the adm its and above the versa) overall these students awarded a doctorate such to at Given awards, due the hold­ as can reason to believe artifact of the be found is 74. m arginal o f placem ent m easure in the actual Of t h i s group adm its. Table shift (success­ b a s e d on a c o m p a r i s o n o f t h e evaluation the students on whom b o t h agree 21 give by an argument t h e number and p e r c e n t a g e and v ic e o f the 19(>7-1970 p e r i o d . underrated decision cases enrolled. $0 , 0 0 0 The num ber o f s u b j e c t s param orphic ten accompanies convincing some com pleted presented fact successful to m arginal decision not last currently during two a r g u m e n ts is and in Of the arc column, F u r t h e r m o r e , most an c s t i m a i c d w ithdraw ing tho sam ple sample three receive the p e rc e n ta g e fellow ships none o f them h a v e that the in leaving! a l lo tm e n t which not the is U niversity. and o n ly fellow ships is 1 w ore on a n NDEA f e l l o w s h i p , departm ent tabic students the this this adm ission category. TABLE 4 . 1 4 Admission Admit Placement Percent Shifts o f Group Percent of to M arginal Evaluation M arginal Admit Successful Performance Number Shift Successful - 21 40 20 to Evaluation 6 6 Sample 90 From t h i s strong assum ption overall o f the All perception regard". the of sample negative Comparison It current a direct be of these P rediction contention the representation the w ill proceeding predictive accuracy agreem ent between shown t o faculty is--to superior weakest w ill one o f w hile of the is in is the not faculty "minimum h i g h this perception adm ission clearly be that practices, evident. a param orphic can be u s e d applicant. to more a c c u r a t e of the repre­ predict the Furtherm ore, actual than to significant been than the this actual d e c isio n w ith the either decision of probability actual decision and current performance is the adm ission category--in and and t h e and The e x t e n t predicted decision o f agreement group placem ent has proved An i m p o r t a n t performance practices? term s categories analyzed: probability and p r e d i c t e d reliable. extent The the performance discussed be s i g n i f i c a n t . what the the the d e te rm in a tio n in has perception be s ig n if ic a n t swered study o f the pages its to that the the alone. performance between perception that fact, be more a c c u r a t e successful been sample dichotom ization indicate in the Procedures com bination for has the practices decision status in faculty result of this adm issions and th a t In t h e of is, ma y n o t pred icto r variables standing sample can bo draw n performance decision of conclusion the param orphic o f m arginal ev id en ce would influence of n downward s h i f t a result student o f Three is sentation being o f tho the The of prevalence evaluation supported. o f the indication question category still approach To a n s w e r t h i s , of sig n ifican t unan­ group the 91 diffcren ces--o v eral1 evaluation, dictive strength of the w ill be used to follow ing p re d ic tio n 1) the actual placem ent 2) the param orphic placem ent d e c isio n 3) the performance compare the pre­ procedures: decision decision for the overall evaluation category TABLE 4 . I S Comparison of Prediction Placem ent Paramorphic Decision Evaluation Decision Decision Placement Category Tho e x t e n t of agreement placem ent decision from chance from e a c h other. nor is both significantly as significantly different confuted w ith the an i n t e r e s t i n g tiation all assum ptions three * 2 3 4 .58 .58 .53 .48 .31 .59 .68 .45 .35 . 31 .64 .67 .58 .36 .31 actual are better procedures For d e s c r i p t i o n the of placem ent finding category than chance techniques this test itse lf at the on g r o u p p l a c e m e n t to group see support (group page and different extent of and .05 level, 2-test. * the h a v e been made t h r o u g h o u t baseline decision significantly differences o f success based that not from the o t h e r and i m p o r t a n t P ro b ab ility of Perceived as S u c c e s s f u l Based on Group Placement The e v a l u a t i o n proportional The p r o b a b i l i t y E v a lu a tio n Category 1 for the th e param orphic agreement f o r O verall Successful-M arginal E x te n t o f Agreement Procedure Actual Procedures 74. presents group d iffe re n ­ the study. 4) p r o b a b i l i t y In figure 92 is identical. procedure is not which A reading indicates that significantly the m ajori ' . the actual top three o f the as the a true the of first than chance, both procedures groups w ith category defining is probability becomes the Table 4.10, d ic to r variables decision presented itse lf of the the is or the as It the two a group groups can be c o n c l u d e d between decision does n o t in that the o th e r group ov er groups the the than tim e. in fact the inference better the Furtherm ore adm ission jump b e t w e e n g r o u p other in Table 4.9 that and for technique the param orphic significantly between adm issions a superior evaluation w ithin . SO p r o b a b i l i t y . equation Table actual is and t h e of success Returning obtained in decision probability noticeable clear that then com bination placem ent representation. inform ation for any decision success w ith in differentiate like differentiate somewhat b e t t e r actual decision. chance clearly data is placem ent a particularly When t h e in does not decision, throe param orphic it fall. param orphic placem ent each figure, decision the of from chance subjects placem ent category the row f o r probability adm ission perform ance the the g r o u p s - - a n y one g r o u p In b o t h in the different placem ent In o t h e r w o rd s, function across to the 1 and g ro u p extent the two t e c h n i q u e s considered. 4.15 the all is correlational either representation evaluation compared w ith categories w ith the is the data reviewed the pre­ adm ission highly plausible. Summary o f R e s u l t s 1. ferences On t h e test applied basis of the to the m ultivariate performance analysis category data 2 o f agreement fo r predicting decision to placem ent o f mean d i f ­ obtained 93 from th e triadic com parisons, group d iffe re n c e s those categories An e x a m p l e o f w ritten this the faculty w riting at category member w i l l reflects This variatc-F ratio category assum ption as of the subjects should be weak. .79! on t h e extent 2. indicates of at can b e factor agreement A review that oral is as of categories. reports probability the in this substantiated the Given .63 seen support that effective­ promise few o f have been observed factor this of point this is a uni- and a m u l t i v a r i a t e - F ratio in o f the a di chotomi z a t i o n a teacher c a t e g o r y which of the uni- The s u p p o r t e d by t h e differentiation to w ritten category. fewer s t i l l o f 45 p e r c e n t of for category. and that su b je c t's judgement than .03 further yields sample and of a an .75. o f the p re d ic tiv e a prediction raters. The p r o b a b i l i t y effectiveness Evidence prom ise successful-agreem ent overall levels the significant more for s u p p o r te d by a com parison o f t h e taught then Further evidence fo u r groups opinion data actually category ratio low er and th e te ach er performance rater variate-F is fo r the by a n y a high program. much the of w ritten graduate is teaching is to performance subm ission there significant a com parison o f th e the significance have in a sample o f substantive a productive the then inferential .33 seen available reviewed assum ption to is that m easurable have in presentation data are effectiveness require requirem cnts, opinion. ness courses concluded population can be and o r a l some p o i n t o f an o r a l graduate statem ent effectiveness fulfill the the can be where s u b s t a n t i v e As m o s t g r a d u a t e to in it equation com binations consisting o f the available actual clearly 94 decision tive, and th e 5 p red ic to r variables U n d e r g r a d u a t e GPA, S o c i o l o g y GPA, Institution) is a param orphic 3. superior to actual The p r e d i c t o r of W ritten O verall adm ission yield a fairly faculty as o f U ndergraduate decision alone decision and or decision. com bination o f the Promise Tho p r e d i c t o r successful as to actual reliable raters estim ate on t h e in of the four s ig n if i­ Research; a Productive by t h e offering of TV*o o f t h e faculty student three 1 above. the estim ate defined training determ ine population listed Research E ffectiveness Worker; and for the adm ission fo r determ ining as perfo rm in g program. Psychology, the at o f a given the four now a p p e a r t o o f performance types adm ission a given a high data provide s u b je c t’s level of purpose on w hich set perceived (based four study w ill discussed in for the in point num erical of success-- the graduate D epartm ent usefulness of some s i m i l a r i t y , focus. can conbination probability the achieved. graduate a reliable analysis programs w ith the fo r the ability--in regarding point o f the d if­ te c h n iq u e which of categories third the groups have been an e v a l u a t i o n decision, across subject being f o r each the procedure significant placem ent I n C h a p t e r V, probability central level those provides above. provides the also assistance) purposes for The v a l u e s actual across financial The t r i a d i c - c o m p a r i s o n used to com bination the p ro b a b ility performance c a te g o rie s of that and Q u a li ty categorios--O riginality Reports; ferentiation w ith the GRE Q u a n t i t a ­ Evaluation. 4. be of g r o u p p l a c e m e n t by t h e performance on t h e either representation the p re d ic to r v a ria b le s cant (GRE V e r b a l , the is CHAPTER THE Cu r r e n t Admission The is one sity. DEPARTMENT O F of graduate of the largest In the four year per o f such 50 p e r The a d m i s s i o n procedures the O ffice identical with Sociology. point in the Department where w ithin the tions, including each of the role interest w ill be adm itted Across applicant hiring interest group w ith and the is the to the of an a v e r a g e 600 whose in retention of This In k e e p i n g w i t h this by w h ic h groups, 95 the faculty, the co-ordinatec arc D epartm ent process of is of occurs program interest func­ carried on an o r g a n i z a t i o n department serving organizational the univer­ 600 of departm ental how many a p p l i c a n t s the procedures are functions areas creates the of The g r a d u a t e o f nine The b u l k the programs. the d ecision-m aking consists Psychology applicants, Psychology review ed. of w ithin graduate counterpart chairm an o f interest functions Chairman, divisions. determ ines and in Department From t h e s e o f psychology. o f a Dean. each review ed. his the study, Departm ent of Psychology the of m ini-departm ents in in th e the A sso ciate discipline aren o f of this adm itted The m a j o r d i f f e r e n c e the these time sp an functions to departm ental y e a r were of the at in students y e a r were re v ie w e d . approxim ately through PSYCHOLOGY Procedures adm ission applications V to their structure, area applications number o f faculty w ill be who w i l l 96 participate in seven. W ithin 1967 t o 1970 m ajority of student the each assistantships, direct of means usually and the of assistantships group on the depend new s t u d e n t s . departm ental from w ealthier interest by A fter Chairman m ent, those The to types top interest departm ent support grants their Those of the also to graduate and groups pool includes who h a v e not been w ith Chairman research candidates provide total from w ithout teaching of those new students selected for groups. a scries concerning a decision separate adm its. 30 n e w However, groups to to make o f f e r s sc. one adm itted training per from students form o f the ranges number o f in requiring funding adm its adm it various students the the not control therefore support or groups departm ent for admit fro m n o new interest support, to interest ranged the independent decision to interest of discussions the adm ission treat areas the was the process departm ent made on t h e in as the one basis the psychology unit of and the rather A ssociate depart­ than as follow ing inform ation: (1) cation on an The a v e r a g e w ithin an applicant (2) Each interest interest grades the adm it than (3) Ma n y o f one interest in terests. the group and faculty g r o u p was were d is c u s s e d undergraduate adm it-not number o f to felt school members three who reviewed and d i f f e r e n c e s achieve a consensual that used it attended as the factors of an opinion decision. GRE A p t i t u d e in appli­ arriving test, at decision. faculty group in in term s the departm ent of their are teaching active in more and r e s e a r c h 97 (4) Ma ny o f tho selection of com m ittee members. (5) five courses Given procedure of is the of a....n appropriate Population data be as into were was available a sample dic-com parison the actual not enrolled of procedure number o f to from t h e usable W hile the clearly the areas in the selection of guidance from which students period those achieve the probability adm itted of this groups. sample Therefore, aggregate in study W hile sufficient combined. least yielded the com bination size the was at was p r o b a b l e , com bination seen as the most approach. f o r whom a l l predictor Due t o the return was not below) it or im portance the procedure rate of possible re­ the to tria ­ determ ine o f number o f term s procedure. R esults of sets below students 147. isolates rating students The t r i a d i c - c o m p a r i s o n (see rating Departm ent O iairm an rating number o f * the for 219.* T riadic-com parison in the graduate size Triadic-C om parison members for group Sample S iz e of in and design a departm ental m ethodological and program easily The p o p u la tio n sulted to interest number o f sizes groups could not groups the groups sample interest their measurement interest non-significant others for developed, the o f some students cross the were the of packets Psychology. D epartm ent o f returned for preconceived f o r wh o m r a t i n g For a d efin itio n of the were d is tr ib u te d a A fter Psychology return return sets one were of of letter 18 26 p e r c e n t . o f 45 p e r c e n t , available study p o pulation 68 f a c u l t y follow -up a total rate rate to see page provided 36. the a 98 l e g i t i m a t e sample s i z e ment o f S o c i o l o g y , for th e total population. As in t h e t h e a v e r a g e number o f r a t i n g s Depart­ per each f a c u l t y member was h i g h e r t h a n t h e e x p e c t e d number r e q u i r e d for the In subjects rated sample subject the per psychology each rater is The a v e r a g e was 3. Of t h e >1 r a t i n g . sam ples cant of Sociology, based score a given those resulted in a lack of from t h a t Group of the See page 62. the in the process This, - Financial in the w ithin concerning no sub- sig nifi­ correlation, than As in one the between in a of .46 Departm ent subjects a substantial score and turn, the w ill expected affect e v a l u a t e d . ** A ssistance Departm ent procedures the two coefficient in Departm ent in the psychology o f placem ent actual these more result procedure being Sociology I I I , page 55, coefficient. the category. D ifferences adm ission assigned type of w ith category. should between perform ance At n o t i m e ** received intraclass difference received yielded reliab ility perform ance ratings a n d 78 between subjects rater each categories The of significant efficiency See Chapter correlation level. on manner. * ,05 discrepancies The g r a d u a t e differs the on 1 rating differences agreement of large D eterm ination the at the predictive received 10 p e r f o r m a n c e number o f the 69 of evaluation on num ber for subjects, f o r mean (N = 7 8 ) , * overall number o f com pleted l: - t e s t of rate r the average number o f r a t i n g s differences rating for The the lb. 147 on e a c h measure departm ent, study. of Psychology a highly are adm itted com putation significant adm itted group w hich of the candidates exists intraclass 99 in the sociology placem ent of in successful evaluation of the equal to of justify the of training H ealth at contains of adm ission determ inant a successful the establishm ent adm ission to the recorded at the received the at the level train in g special financial tim e assistance for It arc then t h e i r level not who w e r e year, of the on to all the The the positions basis Psychology C linical o f M ental graduate clinical study in interest candidates. who w e r e faculty, were of second Institute adm itted clinical and attend the C linical the grant a predictor study, candidates These open as a N ational of The departm ent. otherw ise determ ined this practice those the of supporting traineeship expectation grant. of study. educationally not in category, opportunity not w arranted. the purpose the by usefulness is the equal fund who c o u l d awards was to assistance from adm its designed obtained first of as financial received had a one y e a r of had group award the Thus require removed period Grant end be students se, the the group from does tim e During interest the of to <10 s t u d e n t s Psychology. ing program. the the a significant a student use is graduate C linical At grant these per the T raining to that sue)) d i f f e r e n c e s not classed As program. Psychology of the disadvantaged academic m e rit sub-sam ple is that at 12 s t u d e n t s and were school. perform ance recalled technique sample had opportunity culturally of measure be received. sub-sam ple fellow ships w ill differences was w h e t h e r o r type graduate prediction The o n l y two s u b - s e t s The Departm ent the In o r d e r first Sociology group adm ission and It perform ance w ithin of plausible program . of the process. then not perform ­ were removed used to 100 fund the lack of next support distribution interest fore, group difference for applicants. w ithin this sample given group would cause in top clinical interest on adm ission the was the of financial employed in the Departm ent of four categories representing Psychology, each the invalid There­ from t h e regarding sample. awarded at rem aining assistance subject support the this category. assistance that an increase 95 s u b j e c t s four p o s s i b i l i t i e s the large create on t h e As of could removed financial collected was b e l i e v e d financial sample. one the s u b s a m p l c was type It group total Inform ation of adm itted the the point of was the in the were placed in possibilities. TABLE 5 . 1 Financial Category A ssistance Financial C ategories A ssistance 1 fellow ship 2 teaching ship 3 a lte rn a te fo r fellow ship ass is t a n t s h i p 4 no su p p o rt It of the in sire is evident sample of receiving ferences receiving the com bined support, on more, these being placed that the it or is no s u p p o r t assistant- SB or highly 0 unbalanced w ith assistance. receiving between would 23 14 financial 5 predictors the research table groups Number o f S u b j e c t s traineeship was h y p o t h e s i z e d differences in the or Received provide support that these an category. Given w ith the groups group for significant not mean d i f ­ do e x i s t . explanation If difference the significant 85 p e r c e n t the F urther­ subject differences 101 did exist cant on t h e differences evaluated for to this in a that point differences at support those and predictor to the also the to the the group students same any effect of financial the the sociology of Hvidence subjects departm ent faculty assigned to perception sig n ifi­ of ability 2) test results those not for show no students receive mean differences significant who support received on the 5 is of above on not an the test between category. support for mean differences 10 p e r f o r m a n c e differences perform ance are variance categories those groups The h y p o t h e s e s received on the at relating predictor and rejected. Therefore, the financial acceptable replacem ent for the assis­ adm ission category. Psychology replication given on t h e adm ission of psychology of of who d i d significant variables Departm ent o f ness inability between as in category the groups level An e x a c t the Sociology, o f variance analysis no placem ent categories of term s 1 and level in perform ance tance perform ance sig n ifi­ variables. resulted .05 those that program. analysis .10 was h y p o t h e s i z e d Departm ent in in it on the category the The m u l t i v a r i a t e com paring is placem ent in 4 compared exist of the hypothesis The m u l t i v a r i a t e (group variables also analysis adm ission change later would the latter m arginal cantly at predictor the of the Sociology that is a group decision is not not variables of utilized However, for procedure possible placem ent departm ent. predictor evaluation in the adm itted in the D epartm ent subjects adm ission an e v a l u a t i o n determ ining em ployed of of based procedures the perform ance in effective­ in the 102 program and a retest com plished by predictors w ith categories. validity the adm ission, sociology at the shifts predictor The independent in (Table of for the the to produce as expressed significance, for a given prior on that perform ance in a com parison ment of knowledge of tim e used m ultiple performance w ithout would establishing of an to w hich by from p r e d i c t o r to the that the is to cannot analysis regarding the be The perform ance for of of this differences in of predictive of variance interpreted group differences problem categories the com bining level properly of the stability aid analysis existence An e x a m p l e in of unlikely. study regression point evident in score. at triadic- group the category. the arc highly regression five predictive of expected the of interpolate this the ac­ perform ance a measurement category, two o f tim e indicate is be compare d i f f e r e n c e s the placem ent over interpretation at to ten triadic-com parison 4.14) the measures predictors ability probable group differences reason establish differences the on to of of based the loss is still of the it score can on e a c h alternative tim e analysis score expected this w ith the the procedure of A lthough differences probability of actual in entry com parison. such the The u s e of the a com parison results point of is from evident the D epart­ Sociology: Hie originality in correlation of .39 w i t h The p ro m ise as a teacher of a predictive ,45 w i t h knowledge of group research a level category of predictive category resulted significance differences resulted it is level in of therefore in a m ultiple significance a m ultiple .001. logical <.01. correlation Given to no p r i o r state 103 that the than research ences mean predictors as expressed is not more originality. differences, above arc by t h e would accurate However, originality in research category significant at the level. F -test .63 for the prom ise as assessing existence analysis that accurate. .001 the m ultivariate indicate com pletely for the The statem ent univariate indicates On t h e a teacher of group te a c h e r prom ise o f group differ­ variance test for presented F-test for the differences other hand, category is the point the univariate significant at the level! line If all os indicated prediction ficant starts, this the subjects as variables of significance in research in the prom ise is always the adm ission data D eterm ination in set data of the mean same in a teacher for m easure in of that predicting the the to category, Thus - of the Current a signi­ subject The u s e of of the The pre­ level the o r ig i n a li ty groups are accuracy distribution the then findings. for regression o f where strength subject that u tility Group D i f f e r e n c e s test the on t h e subjects. m eaningless distribution. regarding all differences indicates the as same possible--regardless would r e s u l t category points is or near an e v a l u a t i v e on different m eaningful at end-point category dictor ore of at the provides predictor variables. S tatus the in Program The o p e r a t i o n a l i z a t i o n o f an independent measure o f group d i f f e r e n c e s in th e p sych o lo gy sample was accom plished by p la c in g each s u b je c t in one o f fo u r groups r e p r e s e n t in g ment in the graduate program. le v e l o f a c h ie v e ­ Table 5 .2 p r e s e n ts th ese grou p s. 104 TABU: 5 . 2 Subject Grouping Category Based on C u r r e n t Current R eceived M asters n o t to continue 4 W ithdrew degree those subjects of these factors do variables there ferences com paring is 1 to level set had withdraw n The lack of from to at received the significant do r e s u l t o f the possibly a p erso n 's to 1971 research and 3 and 11 p e r f o r m a n c e between subjects im pact of for conducted categories. the With the two program were e v i d e n t differences at the on groups any o f to for the the the mean d i f ­ differences and a to w ithdraw .1 0 no s i g n i f i c a n t degree that tan talizin g test 4 was that indicate the too a those decision of variance groups and to in idea exist evidence im portant analysis and t h e of significance could opportunity group w hich an o f f - s h o o t sufficient 5 predictor v ariab les had 15 program req u ire m en ts seemed t o o A m ultivariate group w hich com pleting groupings contribute ignore. the 9 variations from g ra d u a te w o r k , th e predictor four who c o m p le te W hile to and e le c te d problem was predictor who do n o t . host prior Fall Number o f S u b j e c t s 111 3 significant - enrolled C urrently distribution Program 12 2 serious the D octorate R eceived of in Status 1 The c h o i c e Status the minimum l e v e l between which 5 predictors. of acceptance 105 (p ^ . O S ) was also found to be categories. An e x p l a n a t i o n basis sm all tor of is the inclined (ranging dicate that the analysis size and program A ll pendent the of the for the 11 p e r f o r m a n c e decision of to w hether be has to perform ance made on the the investiga­ step-down F categories or not significant was made to score category. create represents group each in the in­ student regardless made four c a te g o r ie s o f the m u ltip le mean to of abandon t h e current O verall against is four groups. able" It and scale w ill was be a score not status for w hich to inde­ compare perform ance com pleting pages not differences, tho for and truly do e x i s t . " a r t i f i c i a l ” group rating for preceeding received all E valuation group The n e c e s s i t y differences were group d i f f e r e n c e s . categories, the of regression test of - was n o t differences a measure o f prediction subject The 1 - 7 "most use a m easure fruitless. create the p re d ic to r equations follow s--significant p ro o f that the develop been o u t l i n e d out the was as of Group D i f f e r e n c e s of the were three of the perform ance categories to values due the can be the for results attem pts of in allow categories strength actual findings that 2.06) size to the D eterm ination as 11 o f However, program would n o t sample significant cess on a l l involved. p red icto r differences from th e sufficient the to for these sizes believe case size. As in to from 0 . 6 7 w ithdrew sam ple sample the this can be sum m arized significant Therefore, differences the based the o v e r a l l pro­ w ith­ decision on t h e perform ance divided into four equal parts recalled that a score 7 of 1 represents "least of able". 10(> Tabic 5.3 presents the groups based on t h i s procedure. TAB LI: 5 . 3 O verall Actual Group Number o f S u b j e c t s 49 2 5.59 - 4 . 10 35 3 4.09 - 2.00 43 4 2.59 - 20 the of d istrib u tio n type it rater is of to of likely x when h e that gories to the the is interpretive rating high. tool in to use the level the would for in the as it an con­ the If that characteris­ com posite rater one performance is a cate­ over-all not p o ssib le independent measure program. evaluation o f the the indicate " 7 " on t h e Ilterefore, groupings in x. nine analysis, assum ptions a total of the selecting overall analysis of the regarding asking provides regression Research scales opinion groups meet characteristics of his performance possible groupings a " 7 " on e i g h t quite into for m ultiple analysis? overal1-evaluation su b je c t's subjects a question probability is of on th e y is category consider It these change h i s answers subject than evaluation of the that regression a summary s t a t e m e n t feels necessary and a d m i n i s t r a t i o n not 1.00 classifying state for m ultiple struction tics method possible required to Range - 5.G0 this or Score Groups 7.00 Although is Evaluation groupings significance levels as an for the 107 regression equations. dependent measures As t h e rather significant differences In e s s e n c e , the What n e e d s to fo r a given range of gories. the scores these for in the an the perform ance 2. Intellectual 3. O riginality 4. Industry 5. E ffectiveness 6. Prom ise actual is scores the rem aining nine it same cate­ can be assumed evidence of true from a l l that group subjects being in above of variance o f the the range the test significance f o r mean differences mean d i f f e r e n c e s of level test group d if f e r e n c e s fundam ental indicate on th e knowledge breadth in research as of w ritten a productive A nalysis regression significant in worker R esults analysis differences evident reports research three of variance attributable o f the to F -test the performance at for was and A p p l i c a t i o n R egression were than is of categories: M astery the the level. sim ilarities. category resulting outlined results sim ilarity of prediction artifact results Hie on of distribution. analysis <.0005. group do a p p e a r of significant and n o t evaluation that differences 1. variables overall range inter­ test unusually high the at level, an that set S etting at is m ultivariate M ultiple set be d em o n strated the follow ing must be w ith m easures» the significant To a c h i e v e significant independent find same p o i n t p now d e a l i n g to discrim ination the is is actual If than result g r o u p on the occurence at net analysis the predictor categories. .05 108 Tabic 5.4 presents performance the m ultiple regression results for these categories. TABLE 5 . 4 M ultiple Performance R egression A nalysis - 5 Predictors 2 R R GPA . 33 .11 .006 M astery o f Fundamental Knowledge .29 .08 .034 M astery o f search .28 .08 .047 G raduate Category R esults Relevant skills re­ A com parison o f the results on p a g e exists in only knowledge. ficance graduate the that the 5.4 is table psychology of adm ission quite (4.2) for set--GRE 5.4 w ith a m arginal that and th e significant prediction mastery performance partial t h e mean of is level fundam ental category correlation predictor the difference the signi­ coefficients GPA i n under­ courses. the lack on t h e noticeable the The e v i d e n c e data only Table category; w ithin beta w eights in that one perform ance The e f f e c t time o f 107 i n d i c a t e s Furtherm ore, of indicates results R e g r e s s i o n ANOVA F test to verbal o f a m easurable m ultiple when t h i s sociology this correlations table is generated compared w ith in at the Table a sim ilar departm ent. p o in t would score, group d if f e r e n c e indicate GRE Q u a n t i t a t i v e that Score, the adm ission undergraduate 109 GPA f o r and is the last a rating of the institution o f no s i g n i f i c a n t current performance extensive opinion and th e cided tion in and th e regarding evidence performance to return to these members o f v a r i o u s the assu m p tio n which psychology 5 predictors adm ission factors the the sim ilarity finds the data set adm ission Therefore, o f Psychology w ith the psychology investigator between groups arc previously being was additional factors by courses nil to it an assum p­ Chairman who p a r t i c i p a t e d in of was d e ­ discuss A ssociate used the that disciplines. interview ed collected date seem t o a s s u m p t i o n was Record E xam ination logic, the m athem atics emphasis was the some and adm is­ that true Advanced on t h e additional im portance The in concensus Psychology two test th e number o f other n atural science l a b o r a t o r y work While and t h a t Board and or t h e members im pact adm itted. quite to follow s: be o f more the n a tu ra l on as indicates was were o f i n t e r e s t - - t h e in presented ma y h a v e a candidate The i m p o r t a n c e o f f lu c tu a te w ith to and w o u ld this G raduate com pleted investigator evidence w hether o r not o f opinion given the department decision, determ ining to interest the B a s e d on the and n o t i n g of o f Two P r e d i c t o r s The the predictors perception in both unacceptable. Departm ent level-- process. A ddition of perform ance, relationship the faculty members departm ent categories the b ach elo r psychology program. faculty sociology at determ ining graduate w ith student attended for the o f no u s e f u l regarding sion value conversation departm ent u n d e r g r a d u a t e GPA i n p s y c h o l o g y c o u r s e s , two y e a r s , in science f a c t o r seemed the interest 110 group. The A d vanced im portance to procedures with Advanced all Psychology of the t e s t was the pleted student application factor in adm ission The a c t u a l 146 s u b j e c t s the test scores reported score was in the Service. resolved Chapter available, the III: each for the subject subject. A ssociate student have reports on in Table the those the for science faculty was sent adm ission. courses com­ adm ission member a s collected to the the same m anner a s For th o s e all cases f o r the a fo r the d e p a r t m e n t by courses of the assigned. c o m p l e t e d was t a l l i e d undergraduate who u s e d and the were p l a c e d in A ptitude CN “ 2 0 ) w h e r e n o transcripts j u d g e d more a p p r o p r i a t e faculty application for the s a m p l e was s o me d i s c r e p a n c i e s Subjects 5.5. in m e t h o d was indicated transcript. outlined and taking The p r o b le m o f m i s s i n g o r n o n ­ science review ing This Chairman experiences on t h e by the slip mean s c o r e The number o f n a t u r a l for to adm ission departm ental Advanced t e s t notification Testing was the o f the decision. on from t h e Educational existent score available that department and n a t u r a l on considerable A check revealed of the reported and t h e r e f o r e the contacted. m athem atics was seemed to be o f Chairman a requirem ent logic, the persons A ssociate Th e n u m b e r o f by test this by th e factor as between what actual amount their the recorded 1 o f 6 categories as Ill TABLE 5 . S N atural Category Science Coding Number o f C o u rs e s 1 0 2 C ategories Completed Number o f S u b j e c t s 3 24 4 - 7 76 3 8 - 11 30 4 12 - 15 9 5 16 - 19 a* 6 20 + Although ing two it was categories, categories as the this study is to ment should cants the chances Test possible <7 a n d data evaluate be made which for faculty greater o f being the decision the could was In a d d i t i o n , to variable record creat­ the purpose of of predictors then no adjust­ between appli­ differences the conversations w ith p r e d i c t o r would i n d i c a t e courses, six As t h e mask t h e this this sample. strength number o f the better the a the feeling c a n d id a te 's adm itted. Group D i f f e r e n c e s Using the o v e r a l l ferences dichotom ize for the regarding the 6 to >7, cards on t h e p r e d i c t o r s . psychology that - developed of variance test ferences the at evaluation earlier in this category chapter, f o r me a n d i f f e r e n c e s .10 level for the measure o f group the resulted follow ing d if­ m ultivariate in significant predictors: analysis dif­ 112 U ndergraduate Psychology GPA i n Advanced Number o f n a t u r a l Prom th e appear With the the ought to be the the analysis w ill tion group d if f e r e n c e s in Chapter provides in psychology indicating results arc those of this reported the as in valid. group Table 5.3 the significant Group D i f f e r e n c e s the - identifica­ on b o t h p r e d i c t o r v a r i a b l e s the is on w h ic h c h a p t e r . Given now f o l l o w would significant reported in it faculty categories conducted Category analysis and p e rfo rm a n c e form at used the value GRE V c r b n l = relative strength of the m ultiple correlations. r .17 M astery Promise and r U ndergraduate for each the score; .08 correlation* of GRE Q u a n t i t a t i v e ports R elationships th e product-m om ent an i n d i c a t i o n skills 3. focus chapter w ill range o f and r 2. the test, I V. assessing 1. to regression section Prcdictor-Porform ancc The me a n d i f f e r e n c e s test Evaluation this p <.03 The p e r f o r m a n c e O verall categories, courses this m ultiple p <.06 p <.09 o f two p r e d i c t o r s mean d i f f e r e n c e s of courses score presented im proved. probability by of assum ption differences, test science results addition psychology as score; = .04 GPA; and r = <.01 * The s i g n i f i c a n c e l e v e l s p < . 0 0 1 i f r >. 3 2 . future fundam ental reference knowledge a teacher r = .16 M astery o f r e l e v a n t Intellectual r of for predictor »= . 0 8 are p breadth E ffectiveness M astery o f <.05 research relevant if r of w ritten research >.19; p <.01 re­ skills if r >.25; 113 4. Psychology and 5. r = .03 Q uality and 6. GPA; r = . 2 3 M a s t e r y r Industry Rating; ledge and r r = .11 scores; = .16 knowledge and a p p l i c a t i o n ~ .03 M astery o f Advanced t e s t of fundamental E ffectiveness relevant r = of w ritten research s k ills .3 3 M astery o f Promise as reports a teacher fundam ental know­ - O riginality in Research 7. N atural r M ultiple Science = =.02 M a s te ry course inverse relationship Regression groupings evaluation tionship, the as predictors = -.15 fundam ental coefficients A nalysis w ith knowledge - from t h e e x p re s s e d by th e analysis for the actual The s t r e n g t h vnrianco, of variance due Setting to the the F test predictors at are N atural an categories) is ft 2 .05 present is seven p re d ic to rs score of = for the .13. f o r measuring the the 7 Predictors constructed R = .36. of indicating 10 p e r f o r m a n c e coefficient is a t e a c h e r and (All are n eg ativ e, the R esults Promise as on t h e s u m m a t e d mean d i f f e r e n c e s level. ferences r correlation category regression .008 of Science The m u l t i p l e and th e courses; the overall linear The rela- F test the e ffe c t significant of at level, significant in follow ing the of the the dif­ perfor­ mance c a t e g o r i e s . * * The a c t u a l r e g r e s s i o n c o e f f i c i e n t s , b e t a w e i g h t s c o r r e l a t i o n s c a n b e f o u n d i n A p p e n d i x C. and p a r t i a l 114 TABLE 5 . 6 M ultiple Regression A nalysis R esults - 7 Predictors R e g r e s s i o n ANOVA F -test 2 Performance Category G r a d u a t e GPA M astery o f ledge M astery o f Ski 11s Fundamental Relevant of E ffectiveness sentations o f Oral O verall W ritten the Advanced 'le s t strength of categories also in the increased part linear range .37 .14 p <.003 .33 .11 p <.025 .33 .11 p <.022 .30 .09 p =.05 .35 .13 p <.008 in three both tables. relationships Table 4 .2 . two p r e d i c t o r s the seven reported for Given t h i s psychology discussed above two p r e d i c t o r s , increases predictors w h e r e mean d i f f e r e n c e s predictors. the o f Table The s t r e n g t h variance the analysis can be 2 [R ) sociology sim ilarity, the performance The a d d i t i o n a l categories e x p r e s s e d by in the fo r the as strength of relationship relationships regression addition results courses, the the regression Science to as the the attributable in the p <.007 N atural th e number o f categories of that and t h e linear reported .15 5.6 w ith conclusion score p <.007 Pre­ a Productive Worker to .13 .38 Evaluation leads .36 Re­ A com parison o f Table 5.4 R Research E ffectiveness ports P rom ise as Research Know- R the are of in have are the the same performance increase through the interpreted of the addition t o mean 115 that the loss sion analysis probability equivalent the has of to significant P redictive of been that dictors is to perform ance group section if in representations in analysis the actual placem ent in the of this chapter is significantly the com bining o f division of the the performance four category procedure docs between m ultiple for extent the categories analysis of where indicate provide significant For a d e f i n i t i o n of seen the of Z -test see in as the - O verall from the Evaluation create of Thus, for the and the m u ltip le a end-point, agreement a Z -test fo u r performance may b e p o s s i b l e . Chapter appro­ from t h e to extent step chance. a fruitful perception. test prediction The n e x t 4.1) that seven p r e ­ resulting figure conducted mean d i f f e r e n c e s for indicate the score different (sec and f a c u l t y a g r e e m e n t * was the actual a good m easure regression should be analysis. categories. categories " s u c c e s s f u l - m a r g i n n l " d i c h o t o m y was n o t the b a s e d on Group Dif fere nc es defined the reported interpretations this of Groups score of regres­ category sociology Dichotom ized as Although a given the the significance param orphic some p e r f o r m a n c e the the in in regression im possible Therefore, categories of decision performance Based on prediction determ ine priate o f the Accuracy placem ent offset. successful The m u l t i p l e a m arginal adm issions IV p . 74. regression 110 TABLE 5 . 7 D ichotom ized Agreement o f Scores on S u c c e s s f u l o r M a r g i n a l P la c e m e n t Performance M astery Extent of Agreement Category Effectiveness Reports P ro m ise as Worker O verall is supposed most to of the P redictive faculty group 1 or where the of the agreement p <. 05 .60 NS .61 p <. 05 .69 p evident encouraging function given performance categories. in presents as term s the of p red icto r variables differences from t h e this performance 4.1)--in account mean as an a c t u a l those for category o f the student P robabilities of subject as <.0005 evaluation representation probability Figure overall Group P lac em en t successful--defined (see the that a com posite group 2 ANOVA F - t e s t . in as Accuracy Tabic 5 .8 by t h e .61 a Research Evaluation category all level o f W ritten The p l a c e m e n t for significance o f fundam enta1 Knowledge is Z-tcst X being perceived placem ent performance a significant e x p r e s s e d by t h e in categories proportion regression 117 TABLE 5 . 8 Probability of Perceived Success Based on of Fundamental Effectiveness Prom ise as Worker O verall of Placem ent P r e d i c t e d Group 1 2 A c tu a l Group P la c e m e n t of 1 or 2 M astery Group Knowledge W ritten a Productive R eports Placem ent 4 3 .72 . 76 .53 . 46 1.00 .73 .57 .50 . 88 .65 . 46 .29 .87 .76 .40 .44 Research E valuation Percent o f s u b je c ts p e r group when f a c u l t y p l a c e i n g r o u p 1 o r A reading reveals 1 and of for group columns. not a f f e c t e d by the point number o f more group of the sample of groups 2 and his variation This each of predicted success variation an e x t r e m e l y whore mean is is the other who a r e or in fact 8-18 and in group mean, perceived in the which analysis. to the is is 4 being two g ro u p s to by group placem ent. the the group N in equation any one sm all--thc those is variable Thus the deviation range of or N 8-13. The m a j o r i t y w ithin o n e-h alf standard The p r o b a b i l i t y that for suppressed. be expected conclusion successful is on one-h alf standard direction located of a prediction inform ation placem ent probabilities low s c o r e either 3 lead predicted all high group a function in regression o f being to of for As m e n t i o n e d p r e v i o u s l y , 1 being deviation 4. subjects from th e in tion columns considerable two to the given the differences a s u b je c t’s faculty u tiliz a­ are highly between chances related 2 1 18 The r e l a t i o n s h i p m e n t on t h e actual placem ent stro n g w ith S u mm a r y o f at The the time ment, to score the a measure o f ndm ission financial allow placem ent for an e x a c t predictors, for mean p r e d i c t e d combined the decision is very collected adm itted in the replication of GRE A d v a n c e d and d a t a for these candidates, sociology the study depart­ in the an attem pt on t h e to to be of and num ber im portance predictors were measure group d if f e r e n c e s trindic-com parison c a t e g o r y was statistical present used to p in overall the place test level, the o th e r perform ance to found test in the collected subjects. The m e a n d i f f e r e n c e s found decision decision performance were the group d if f e r e n c e s were In ferences and categories courses, received ings. three science sample 3. in of of Two a d d i t i o n a l ndmission other category departm ent. of natural all on t h e absence would n o t 2. E valuation place­ = .89. the psychology high r a s u b j e c t ’s p r e d ic te d - a c tu a l R esults 1. sim ilar on O verall between the the to determ ine evaluation categories. as in evaluation four group­ was set at an u n u s u a l l y if the group dif­ c a te g o ry were p re s e n t Six o f difference actual overall subjects significance <.0005, be of s im ila r for the the nine categories overall evaluation the category. 4. tional M ultiple predictors ment d e c i s i o n regression analysis do a c c o u n t variable as the for the indicates loss strength of of the that the the two a d d i ­ adm ission p la c e ­ linear relationships 119 were sim ilar for those performance categories significant in both departm ents. 5* When predictor, rating the the number received in contrary to decision process. 6. the to ment betw een the . OS is all to science be system ANOVA P - t c s t for and three and o v e r a l l evaluation (Table 5.6). probability ful (placem ent in the subject directly (Table m easurable score ceived ns tionship The the of 1 or 5.8). differences dicted 8. group extent a subject group being 2) by For th e 4 perform ance the found the to research su b je c t's exist, probability of The summary evident in of statem ent the the D epartm ent probability perform ance is between two d e p a r t m e n t s the therefore perform ance. in point group predictors of as agree­ success­ who know predicted the h ig h er subject of to Sociology factor successful, as 7 presents indicating what the (see approach in the group which pre­ being per­ to some r e l a ­ Table 4.9). predicting some s i m i l a r i t y constitutes is w orker, categories the finding M astery o f faculty to actual significant perceived the a successful. replication graduate a productive related were greater the the four categ o ries: as placem ent indicated as the interest of prom ise is the to 'ihis g r o u p p l a c e m e n t was the used related actual know ledge, The in s u m m a tcd mean d i f f e r e n c e s , predicted is categories. functioning fundam ental 7. courses inversely performance regression the level found ten belief Where t h e contributed at number o f n a t u r a l acceptable 120 9. S ignificant jects as allow the of the the indicated adm ission su b je c t's adm ission by the set. between probability com m ittee future data differences of to d e v e lo p performance level the four perceived success a m eaningful in the groups would estim ate program of from sub­ CHAPTER VI SUMMARY OF MAJOR F I N D I N G S ; Research In to Design an to the (GRE V e r b a l Score, of determ ine perform ance employed by years collected 1) for of 3) 1) work, the Sociology GPA i n an of data in the adm ission for five criteria predictors adm ission process Score, GPA f o r the sociology courses and an e s t i m a t e undergraduate in stitu tio n students who m e t undergraduate degree last two a tte n d e d ) were the follow ing c o n d itio n s: from an American o r U niversity. Were adm itted 1967 through to Fall Who h a d e n r o l l e d graduate work for the period Fall Term Term 1 9 7 0 . and c o m p le te d a minimum o f two t e r m s coursework. Performance GPA a n d school, GRE Q u a n t i t a t i v e Had e a r n e d of im portance graduate 118 g r a d u a t e Canadian 2) in the Departm ent o f of b a c h e lo r's theq u a lity I MP L I CAT I ONS Summary effort future CONCLUSI ONS AND P OLI CY in graduate 10 p e r f o r m a n c e M astery of of school M astery 3) Intellectual 4) O riginality Relevant Knowledge Research Breadth in measured by the G raduate categories: Fundamental 2) was Research 121 Skills in th e S tu d e n t's F ie ld 122 5) Industry 6) E ffectiveness ofW ritten 7} E ffectiveness of 8) Prom ise as a P roductive 9) Prom ise as a Teacher 10) O verall E valuation D ata on faculty of actual m ultivariate group by of rating on the success--defined on those ferences seven predictors m entioned course was perform ance placem ent 147 g r a d u a te 11 p e r f o r m a n c e to the choice for method categories a sub- prediction em ployed in in the the in science who m e t for both had linear perform ance the each cate­ probability group group dif­ occurcd. of Psychology w ith procedure psychology study a M ultiple sig n ifican t Departm ent courses in significant developing psychology; the determ ine lcvel--for adm ission substituting and n a t u r a l to em ployed expected ability where was criteria. predict perceived replicated students decision o f mean d i f f e r e n c e s GPA; GRE A d v a n c e d T e s t m athem atics from t h e rater. as previously, collected category and s i g n i f i c a n t The s t u d y were on cacti the perform ance Worker s c a le --a forced provided of Research categories predictors scores Presentations triadic-com pnrison the analysis Reports Oral adm ission differences regression gory of a ability selected The A pplication perform ance by means com parison sample the and course (the GPA f o r s o c i o l o g y and number o f com pleted) conditions. five for logic, a sample of 1 23 M ajor F in d ings - Departm ent o f No s i g n i f i c a n t who r e c e i v e d any of the The one mean d i f f e r e n c e s rating The m u l t i p l e and predictive the of Score, rating d e c isio n , is use of the work was have The actual o f the found for the decision reliab ility , five predictor indicates signi ficantly placem ent undergraduate to defined the as predicted to GPA a s a strong to decision the param orphic are GRR V e r b a l institu tio n a n d GPA i n the extent decision of and a g ree m en t on the actual where previously evaluated of the those decision on were categories the or data found set by the criterion was four perform ance exist data for only in regarding rater. and th e actual superior the param orphic performance to substantive 5 predictors form an a d m i s s i o n adm ission a perform ance be not w arranted. group d if f e r e n c e s been group placem ent For coefficient contribute G raduate com bination decision rater .70. perform ance ab ility a m easure o f adm ission between S ignificant those on (p < . 0 5 ) . placem ent reliab ility , group placem ent graduate rating courscwork. P redictive The the >1 ( R ** . 5 6 ) . which representation received subjects .44. adm ission relationship quality = found b e tw e e n who categories correlation The p r e d i c t o r s sociology r were subjects correlation, a coefficient variables and 11 p e r f o r m a n c e intraclass produced Sociology to decision placem ent either in the predicting categories. categories where group d iffe re n c e s 124 and significant ship was found the probability the faculty. prediction to M ajor Findings exist of - any of the The one to intraclass w hich for evidenced 3 of score. the level Psychology for 3 of ability in differences of is the and n a t u r a l existing criterion 4 perform ance and evident subject between being able by for the on for to be the of r = adm ission relationship, were to subjects >1 r a t i n g a coefficient science those exist. 4 perform ance predictors regression courses data equivalent The Psychology .46. analysis Advanced test taken. significant at the .05 categories. was found to be o f no m e a s u r a b l e group d if f e r e n c e s where prediction predicted as and i t s use w arranted. categories perceived and <.05). (P differences found was n o t significant as most who r e c e i v e d contribution GPA c r i t e r i o n placem ent fo u n d between relationship, 4 perform ance determ ining were produced group was relatio n ­ Psychology categories reliab ility a perform ance For the GPA, the perceived a predictive significant a strong group coefficients Sociology significant The G r a d u a t e ship indicate 4 perform ance P redictive as correlation where being categories correlation Departm ent o f categories predicted and s u b j e c t s 11 p e r f o r m a n c e (7 p r e d i c t o r s ) the subject evident, mean d i f f e r e n c e s rating The m u l t i p l e set between Departm ent o f No s i g n i f i c a n t who r e c e i v e d the were b o th are both significant present, group placem ent most able by the a strong and t h e group relation probability faculty. 125 Conclusions The ment results the level of the o f graduate the p e rc e p tio n s of the this is an perception testable as study accurate no d i r e c t measure at the same evaluated by all faculty perceptions arc perform ance given Pi ine function arc defined a as formance faculty real of any s t u d e n t of the the graduate the adm ission a measure any one of aspect program by is opinion. no m o re to a measurement o f works. W hether is not graduate each docu­ subject w ork, and The triadic com par­ legitim ate measure of available As no evidence fact of available. opportunities in of data student it is firs t ment w ish to or by possible o f the question that to the than in w hich the has the d iscibeen contrary, the opinion to employ an significant of successful can be com bining process increase of per­ any the and r e l i a b l e perform ance developed directly adm ission adm ission the the from w ith com mittee from of current additive-probability the pattern­ model. Model m u st be a n s w e r e d the p ro b a b ility in data efficiency by r e p l a c i n g Probability which a m ade by t h e approach w ith Im plications provide attainm ent ability decision-m aking o f variables do The e s t i m a t e itse lf Therefore, adm ission factors program . data. The is w ith perform ance the given possible assessment faculty s tu d e n t's adm ission Policy of perform ance a more t h a n future is member. estim ate ing however, it student on in that w i t h whom t h e members, real, The p r o b a b i l i t y the point that is student faculty com pleted ison indicate model in is: the Does t h e adm ission depart­ decision 126 or ra th e r, use In e i t h e r 1) th e model case the of the graduate Given the model sh o u ld not standard of this model then is it other of faculty two y e a r 2) those results w ill period GPA h a d undergraduate as the that to the to model as not is the GPA o u g h t necessary of the not to Therefore, be inform ation removed to not use the a group each group. into assumed scores or of take and account that last design two given that undergraduate test scores from t h e justify in end o f for study the the triadic-com parison may b e test the adm its, level the did It the that p resen t level w i t h l o w GRl: s c o r e s excluded. a at tim e. categories, of success adm itted. in o f m arginal developed for decision? point Assuming conducted a function candidates one probability determ ine contribution been at Therefore, be the a cross-sectional performance probability factor th e model already the constant. who w e r e of d e v e l o p e d on indefinitely. ought on must be o b s e r v e d . population for assume order significant check a low er p e rc e n ta g e rem ain the candidates the m a jo r ity set in to in and GPA i n was be em ployed The p r o b a b i l i t y lack o f years model student perceptions differences cautions deviation invalid groups an e v a l u a t i v e follow ing The p r o b a b i l i t y sample as such and adm ission a decision the data is not avai 1a b l e . The second q u estio n what t h e placem ent all effect as w ell applicants standard of regarding screening as the a fifth all the utilization applicants predictive validity? group placem ent, d ev iatio n below the w ill category located mean, of the h a v e on With at defined the and as model the is group addition less the than of one non-adm it 127 category, must To t e s t this who w e r e n o t the sam ple their then be the accepted of in to adm ission the five group placem ent are presented model. screening the characteristics, added results to question predicted dicted added 63 c a n d id a te s of Sociology a n d who met were p la c e d in the to predictors in applicants, D epartm ent decision on all the placem ent. to estim ate overall Table model 6.1 This placem ent this evaluation determ ine sam p le's category. was pre­ The below, TABLE 6 . 1 Predicted Group P la c e m e n t o f N o n -A d m itte d Sociology Group Category A dm ission O verall Placem ent E valuation and i s regression tow ard to be expected. 5 percent of the as successful o f most of the in sample 0 7 6 24 26 0 3 3-1 22 4 the mean However, the * R e p r e s e n t s <1 s t a n d a r d adm itted stu d en ts. in the subjects Table table a reasonable sociology to 5* 2 sam ple have the Placem ent 4 3 1 Number o f The A pplicants, program. third and deviation 6.1 is does F inally below the quite evident indicate chance fourth (N a 6 3 ) at the that being only recognized addition categories category serves mean for ] 28 to increase decrease the the measure category probability this sam p le's b a se d on observed able the for This N*s probability factor actual relative to the model could of the of the be relevant mean a decision to To b e is not on your application unethical. can be im pact There In im proved in are known w h i c h the as are high F inally, the such formance; it does Thus, the purpose and then up t h e placed who d i d categories of common d e c e n c y not would in place all above would be n o t i f i e d o f num eric in criterin such being is degrading the ease w ith m anipulated were discussed w hich above criteria not measured in is fact not, to graduate able that to utilize 3 in students provides 10 o f in some o f the ever having test and is this perform ance. It scores their m aximal. model ma y b e these num erically the approach. and p o s sib ly one o u tlin e d and an w ithout the model of group this adm ission as ability the avail­ I Zv o r y a p p l i c a n t five chapter, GPA's com m ittee e v id e n c e d by probability To s e t probability of a human do c o n t r i b u t e adm ission adm its by first other the estim ate com m ittee? Any a p p l i c a n t basis a procedure also way t o qucstion--should and e x p e n se . adm ission lack read and best or adm it. the the no p o s s i b l e the accom plish tim e three a certain rejected of an for increase Therefore, is adm ission to categories. category There in is m ajor p o lic y the amount classified there perform ance. third replace a m inim al as can n e i t h e r sample. com puter program n e c e ss a ry require it frequencies non-acccptcd leads only; the eyes of no more than an e s t i m a t e m arginal faculty. of per­ can n o t guarantee good p e rfo rm a n c e . such a model is replace to that intangibles it not not the adm ission 129 com m ittee but to num erical adm ission an a p p lic a n t's is clearly the of the estim ate all the this is 6/10, the w ishes Research been develop b e tte r for the " I f we c o u l d program, for being and What There alone. on w i l l s till that as and t h e As in members foresight if to which require applicant. faculty Knowing However, decision the frequency, the from a th o u g h tf u l adm itting best reading the of past, t h e wisdom o f of Isaiah. Ibis them w e l l . of ad m issio n 's and developed selection on m entioned. we w o u l d n ' t could the resulting of Job, measures intangible practices. 2/10, is com m ittee. on o b s e r v e d o f a program re - e v a lu a tio n measure tangible based of P ossibilities The n e c e s s i t y already or interpretation adm ission current she o f the patience inv estig ato r input 4/10 available require Solomon, has on f a c to r he o r m aterial fo r the success, o f a human b e i n g w ill future of improvement applicant side criteria chances an a more m e a n in g fu l provide Of more academic need these of measures else". aspects and im proved. aspects As o n e of the to is to the need w hich p ro v id e to the degree instrum ents human b e i n g community the the member s t a t e d : instrum ents university contribute basis M easuring M easuring the a bi-annual faculty and m o t i v a t i o n anything intangible im portance achievem ent decision. commitment on are for also constantly tangible exist. im provement o f the process? are Each a candidate over sixty departm ent for graduate adm its evaluation. departm ents graduate What d o at students they use in this university and i s their therefore adm ission 130 data s e t ? What do they e x p e c t as s u c c e s s f u l performance in t h e i r programs? Will the p r o b a b i l i t y model as c o n s t r u c t e d provide u s e f u l inform ation f o r them? F i n a l l y , t h e p r o b a b i l i t y model i t s e l f i s not p e r f e c t , i t needs f u r t h e r t e s t i n g and improvement. I b i s i n v e s t i g a t o r p lans t o experiment w it h i t again i n at l e a s t one o f the o r i g i n a l study departments. Any o th e r i n v e s t i g a t o r s who would l i k e to p a r t i c i p a t e in the refinem ent and perhaps r e b u i l d i n g o f t h i s model are most welcome to t h e f i e l d . The graduate programs in t h i s country occupy the most p r e c a r io u s p o s i t i o n they have for d ecad es; more s t u d e n t s , l e s s funds and fewer j o b s . product w i l l be a p p r e c ia te d . Any h e lp to improve the q u a l i t y o f the BIBLIOGRAPHY BIBLIO GRA PH Y Books B la lo ck , Hubert M., J r . 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M. , 2 3 :3 7 9 -8 2 , Summer 1963. 18. Chase, E. B. "Study o f Undergraduate Records o f Graduates from Huntor C o l l e g e who l a t e r earned D o cto ra tes" . J . Exp. Ed. , 2 9 : 4 9 - 6 0 , Spring 1960. 19. Crane, D. "Social C la ss O rigin s and Academic S u c c e s s : The In flu e n c e o f Two S t r a t i f i c a t i o n Systems on Academic Careers". S o c . Educ. , 4 2 : 1 - 1 7 , Winter 1969. 20. Hackman, J. R. e t . a l . " P r e d i c t i o n o f long-term S u c c e s s in D octoral Work i n Psychology". Ed. 5 Psych ol. M. , 3 0 :3 6 5 -7 4 , Sumner 1970. 133 21. H eiss , A. M. "Berkeley d o c t o r a l s t u d e n t s p r a i s e t h e i r academic program". Educ. Rec. , 4 8 : 3 0 - 4 4 , Winter 1967. 22. Herbert, D. J . "A P r e d i c t i v e Study o f q u a l i t y p o in t a v e r ­ age in Graduate Education Courses". J . Educ. Res. , 6 0 : 2 1 8 - 2 0 , January 1967. 23. Houston, S. R. "Generating a p r o j e c t e d c r i t e r i o n o f graduate s t u d e n t s u c c e s s v i a normative judgement analysis". J . Exp. Ed. , 3 7 : 5 3 - 8 , Winter 1968. 24. I r v i n e , I). W. "M ultip le p r e d i c t i o n o f c o l l e g e gradua­ t io n from p r e - a d m is s io n data". J . Exp. E d . , 35: 84-9, F a l l 1966. 25. King, D. C. and Bcsco, R. O. "Graduate Record Examina­ t io n as a s e l e c t i o n d e v i c e f o r graduate research fellow s". Ed. 6 P sy ch o l. M. . 2 0 : 8 5 3 - 8 , Winter 1960. 26. Law, A. " P r e d ic t io n o f r a t i n g s o f s t u d e n t s in a d o c t o r a l t r a i n i n g program". Ed. 6 P sych ol. M. , 20:84 7-51 , Winter 1960. 27. Madaus, G. F. and Walsh, J . J . "Departmental d i f f e r e n ­ t i a l s in th e p r e d i c t i v e v a l i d i t y o f t h e Graduate Record Examination a p t i t u d e t e s t " . Ed. 6 P sych ol. M. 2 5 : 1 1 0 5 -1 0 , Winter 1965. 28. Mnrascuilo, L. and G i l l , G. "Measuring the d i f f e r e n c e s between s u c c e s s f u l and u n s u c c e s s f u l d o c t o r a l s t u d e n t s in ed u ca tio n " . C a l i f . J. E d . , Res. , 1 8 : 6 5 - 7 0 , March 1967. 29. Mehrabian, A. "Undergraduate a b i l i t y f a c t o r s in r e l a t i o n s h i p to graduate performance: graduate p sych ology program". Ed. fi P s y c h o l. M. , 2 9 : 4 0 9 - 1 9 , Summer 1969. 30. Owens, T. R . , and Roaden, A. L. " P r e d ic t in g academic s u c c e s s in m a s t e r ' s degree programs in e d u c a t io n " . J . Educ. R es. , 6 0 : 1 2 4 - 6 , November 1966. 31. Newman, R. I. graduate 1968. 32. Payne, D. A . , e t . a l . "Another c o n t r i b u t i o n t o e s t i m a t i n g s u c c e s s in graduate s c h o o l : a se arch f o r s e x d i f f e r e n c e s and a comparison between th r ee degree t y p e s " . Ed. 6 P s y c h o l . M., 3 1 : 4 9 9 - 5 0 3 , Summer 1971. "GRE s c o r e s as p r e d i c t o r s o f GPA f o r p sy c h o lo g y students". Ed. G P sy c h o l. M., 2 8 : 4 3 3 - 6 , Summer 1 34 33. R c n i c k , T. I'. "A rc h ig h sc h o o l r e c o r d s i n d i c a t i v e o f s u c c e s s a t th e d o c to ra l le v e l" ? .1. E d u c . M e a s , , 3 : 3 3 - 4 , S p r i n g 1966. 34. Reyes, R. and Clarke, R. B. "Consistency as a f a c t o r in p r e ­ d i c t i n g grades". P c r s . fj Guid. J o u m . , 4 7 : 5 0 - 5 , Septcnijer 1958. 35. Robertson, M. and H a ll , F. " P r e d ic t io n s u c c e s s in graduate study". J. Gen. P s y c h o l . , 7 1 : 3 5 9 -6 5 , 1964. 36. Robertson, H, and N e i l s o n , W. "The GRE in the s e l e c t i o n o f graduate s t u d e n t s " . Amer. P s y c h o l . , 1 6 : 6 4 6 -5 0 , 1961. 37. Roscoc, J. T. and Houston, S. R. " P r e d i c t i v e v a l i d i t y o f GRE s c o r e s f o r d o c t o r a l s t u d e n t s in ed u ca tio n " . Fd. G P s y c h o l . M. , 2 9 : 5 0 7 - 0 9 , Summer 1969. 38. S a rb in , T. R. "The l o g i c o f p r e d i c t i o n in Psychology". P sychol. Rev. . 5 1 : 2 1 0 - 2 8 , 1944. 39. Sharp, L. M. "Graduate study and i t s r e l a t i o n to c a r e e r s : the e x p e r ie n c e o f a r e c e n t cohort o f c o l l e g e grad u a tes". J. Hum. Rs. . 1 : 4 1 - 5 8 , F all 1966. 40. Sorenson, G. and Kagan, D. " C o n f l i c t s between d o c t o r a l candidates and t h e i r sp onsors". J . Higher Ed. , 3 8 : 1 7 - 2 4 , January 1967. 41. Spaeth, J, L. " A ll o c a t io n o f c o l l e g e graduates to graduate and p r o f e s s i o n a l s c h o o l s " . S o c . Educ. , 4 1 : 3 4 2 - 9 , F a ll 1968. 42. S t r i e k e r , G. and Huber, J. T. "Graduate record examination and undergraduate grades as p r e d i c t o r s o f s u c c e s s in graduate s c h o o l" . J . F.d. R es. , 6 0 : 4 6 6 - 8 , July 1967 43. S t o r d o h l , K. E. " P r e d ic t in g grades in M aster's degree programs". J. Educ. Meas. , 4 : 1 1 9 - 2 2 , Summer 1967. 44. S u z i e d e l i s , A. and Kinnane, J. F. "Faculty judgements o f graduate s u c c e s s : a f a c t o r i a l study". Amer. P s y c h o l . , 1 6 : 1 8 1 -4 , 1961. 45. T r a g e s s e r , E. e t . a l . "Do academic p r e s s u r e s n e c e s s a r y for admission to graduate and p r o f e s s i o n a l s c h o o l s produce i n t e l l e c t u a l grants and s o c i a l m i s f i t s " ? Col1. 6 U n i v . , 4 4 : 3 1 9 - 2 1 , Summer 1969. 46. Thorndike, E. L. "Fundamental theorems in judging man". J . Appl. P s y c h o l . , 2 : 6 7 - 7 6 , 1918. 1 35 47. Tucker, A. and S lo a n , L. "Graduate school t a l e n t : s o l d to the h i g h e s t bidder". J. Higher Ed. , 3 5 : 1 2 -1 8 , January 1964. 48. T u l l y , G. h. "Screening a p p l i c a n t s for graduate study with the a p tit u d e t e s t o f the graduate record exam inations". C o l l . f, U niv. , 3 8 : 5 1 -6 0 , F a ll 1962. 49. Webb, S. C. " P r ed icto rs o f achievement in graduate s c h o o l" . J. Appl. P s y c h o l . , 35 :26S-71, 1951 50. Webb, S. C. " D i f f e r e n t i a l p r e d i c t i o n o f s u c c e s s in graduate s c h o o l" . J . Ed. Res. , 50: 4 5 - 5 4 , 1956. 51 . Wegner, E. L. "Some f a c t o r s in o b t a i n i n g p ostgr ad u ate ed u cation" . Soc. E d u c .. 4 2 :1 5 4 -6 9 , Spring 1969. 52. Wcrts, C. E. and Watley, E. J . "Analyzing c o l l e g e d e f e c t s : c o r r e l a t i o n vs r e g r e s s i o n " . Am. Ed. Res. J o u m . , 5: 5 8 5 -9 8 , November 1969. 53. W illia m s, J. D . , e t . a l . "Judgement a n a l y s i s fo r a s s e s s i n g d o c t o r a l adm issions p o l i c i e s " . J . Exp. Ed. , 3 8 : 9 2 - 6 , Winter 1969. 54. W illia m s, J . D . , e t . a l . "A l o n g i t u d i n a l study examining p r e d i c t i o n o f d o c to r a l s u c c e s s : g r a d c - p o in t average as c r i t e r i o n o r graduation v s , n on-graduation as c r i t e r i o n " ? J . Ed. R es. , 6 4 : 1 6 1 - 4 , December 1970. 55. Wright, C. R. "Success or f a i l u r e in ea r n in g Soc. E d u c ., 38 :7 3 -9 7 , F a l l 1964. graduate degree". APPENDICES APPENDIX A TRIADIC-COMPARISON RATING SCALE I n s t r u c t i o n s and Rating Sheets 136 TRIADIC-COMPARISON I n s t r u c t i o n s for Rating 1. Read the n i n e items l i s t e d on the r a t i n g s h e e t , as t h e y w i l l provide you with needed inform ation f o r the f o l l o w i n g s t e p s . 2. Attached i s a l i s t o f t h e graduate s t u d e n t s who c o n s t i t u t e the r e se a r c h population f o r t h i s deportment. P le a s e review t h i s l i s t and c i r c l e t h e names o f a l l s t u d e n t s w ith whom you have had s u f f i c i e n t c o n t a c t to respond t o a t l e a s t fo u r o f the items on the r a tin g s h e e t . 3. From the l i s t o f names you have c i r c l e d in Step 2 , s e l e c t th e one s t u d e n t whom you f e e l b e s t f i t s t h e "most able" category on item 10, "Over-All Evaluation". P l e a s e c i r c l e t h e number 7 in row 10 on that s t u d e n t * s r a tin g s h e e t and p l a c e an "x" in the lo w er right-hand c o m e r o f t h e s h e e t . 4. From the l i s t o f names y o u have c i r c l e d i n Stop 2 , s e l e c t the one s t u d e n t whom you f e e l b e s t f i t s t h e " l e a s t a b le " catego ry on item 10, "Over-All E valuation". P l e a s e c i r c l e t h e number 1 in row 10 on that s t u d e n t ' s r a tin g s h e e t and p l a c e an "x" in the lo w e r l e f t - h a n d c o m e r o f the s h e e t . 5. Complete item s 1 through 9 on the r a t i n g sh e e t f o r t h e i n d i v i ­ duals i n S te p s 3 and 4 by c i r c l i n g t h e number in t h e appropriate response column for each item . NOTE: Item 10 "Over-All Evaluation" i s n o t the Mean o f items 1 through 9 . It i s a s e p a r a t e item ancT w h i le i t may come out os the mean you should n o t complete t h e r a t in g s h e e t s u sin g t h i s assum ption. 6. Place t h e s h e e t with an "x" in the lower l e f t - h a n d c o m e r on the l e f t s i d e o f your d e s k . Place t h e s h e e t with an "x" in the lower right-h an d c o m e r on the r i g h t s i d e o f y ou r desk. P lease be s u r e the s t u d e n t ' s name i s on t h e s h e e t . Now s e l e c t any remaining student from the names you c i r c l e d i n Step 2 and p l a c e h i s sh e e t d i r e c t l y in f r o n t o f you. The arrange­ ment s h o u ld look as f o l l o w s : □ □ 137 □ Using the sh e e t o f the student who rated "Least Able" on item 10 and the s h e e t o f the stu d en t who rated "Most Able" on item 10 as r e f e r e n c e p o i n t s , respond to item 1 for the t h i r d st u d e n t by completin g the f o l l o w i n g statem en t: "Compared with "John Most Able" whom 1 r a ted as ”x" on item 1 and with "John Least Able" whom I rated as "y" on item 1, t h i s stu d en t would r a t e ________ on item 1. C i r c l e the a p propriate number in the response column for item 1. Consider the i n t e r v a l s from 1 through 7 as being equal i n t e r v a l s . Repeat Step 7 f o r items 2 through 10; p l e a s e make sure you s u b s t i t u t e the r a t i n g s you gave "John Least Able" and ".John Most Able" on each item i n t o the r a t i n g state m e n t before you respond. Repeat Steps 6 through 8 f o r a l l remaining s t u d e n t s whose names you have c i r c l e d in Step 2. A f t e r completin g a s h e e t for each s t u d e n t , s e t them a s id e for at l e a s t one day and then review Steps 6 through 9 to se e i f you s t i l l agree wi t h your o r i g i n a l a s se ssm e n t. Check the s h e e t s to s e c th a t each has the s t u d e n t ' s name. While the p l a c i n g o f your name on the sh e e t i s o p t i o n a l , I would remind you t h a t t h e s e s h e e t s w i l l be co n sid e r e d con­ f i d e n t i al and w i l l be used f o r re sear ch purposes o n l y . P l a c e a l l the m a te ria l ( d i r e c t i o n , l i s t , r a t i n g s h e e t s ) in t h e e n c l o s e d , s e l f - a d d r e s s e d en v e lo p e and d e p o s i t i t in the ma i l . Thank you f o r your a s s i s t a n c e . 1 39 TRI ADIC-COMPARISON Rating Sheet I Name o f Student________________ Name o f Rater ______________ (option al) UJ UJ CD o 2 UJ UJ UJ PC o 2 1. Mastery o f fundamental knowledge in h i s gen eral field . 2. Mastery o f r e l e v a n t r e sea r ch s k i l l s . 3. I n t e l l e c t u a l breadth. 4. O r i g i n a l i t y in r e s e a r c h . 5. Industry and a p p l i c a t i o n 6. E ffectiven ess o f w ritten reports. 7. E f f e c t i v e n e s s o f o r a l presen tation s. 8. Promise as a produc­ t i v e re sea r ch worker. 9 . Promise as a t e a c h e r . 10. OVER-ALL EVALUATION CD 5 -r. o ■ /: i— i a: o »—i 2 o =£ UJ 0 S 2 ■< 0£ UJ O. rs WJ 2 3 4 S 6 2 4 4 4 5 S 6 6 2 3 3 3 S 6 2 3 4 5 6 2 3 4 5 6 2 3 4 S 6 L CD C 2 o NO OPPORTUNITY TO OBSERVE P l e a s e read the i n s t r u c t i o n s c a r e f u l l y b e f o r e you attempt t o respond These r a t i n g s are in te n d ed to show r e l a t i v c s t a n d i n g s . In s o f a r as p o s s i b l e the r a t i n g s should r e v e a l the c h a r a c t e r i s t i c s in which a s t u d e n t i s r e l a t i v e l y s t r o n g and t h o s e in which he i s r e l a t i v e l y weak in comparison with your s e l f - s e l e c t e d sample. 140 T R 1 A D I C - COMPARI SON R atin g Sheet II Name o f S t u d e n t ___________________ Name o f R a t e r (o p tio n al) ___________________ P le a se read the i n s tr u c tio n s c a r e f u l ly b e fo re you a tte m p t to re sp o n d , T h e s e r a t i n g s a r e i n t e n d e d t o show r e l a t i v e s t a n d i n g s . I n s o f a r as p o s s i b l e t h e r a t i n g s s h o u ld r e v e a l t h e c h a r a c t e r i s t i c s in w hich a s t u d e n t i s r e l a t i v e l y s t r o n g and t h o s e in w hich h e i s r e l a t i v e l y weak i n c o m p a riso n w i t h y o u r s e l f - s e l e c t e d s a m p le . NO MOST OPPORTUNITY LEAST TO OBSERVE AB ABLE 1. M a s t e r y o f f u n ­ d a m e n ta l know ledge in h is g e n e ra l f i e l d . 0 2. M aste ry o f r e l e ­ vant research s k ills . 0 3. I n t e l l e c t u a l b read th . 4. O r ig in a l it y research. in 0 5. I n d u s t r y and ap p licatio n . 0 6. E ffectiv en ess of w ritten re­ p o rts . 0 7. E f f e c t i v e n e s s o f o ra l p resen ta­ tio n s 0 8. P r o m is e as a p ro d u ctiv e re ­ s e a rc h w orker. 9. P ro m ise teach er. 10. as OVER-ALL EVALUATION a 0 APPENDI X B MULTIPLE REGRESSION ANALYSIS DATA D epartm ent o f S o c io lo g y 141 TABLE B.l M u lti p le Regression Analysis Data - Department o f S o c i o l o g y Admission Placement Decision M ultiple Correlation = .56 Variance = .52 Regression ANOVA p <.0005 P r e d ic to r Regression C oefficient Beta Weight Beta S i g n i f i c a n c e Level P a r t ia l Correlation Coefficient Rk Delete Constant 10.3221 GRE Verbal - .0 03 3* -.28 <.003 -.29 .25 GRE Q u a n tit a tiv e - .0 0 1 5 -.14 <.139 -.15 .30 Undergraduate GPA - .3 2 6 0 -.11 <.352 -.09 .31 S o c i o l o g y GPA - .9 4 2 2 -.29 <.018 -.24 .28 Quali ty Rating -.1878 -.24 <.010 -.25 * The n e g a t iv e s ig n s are a fu nc ti on o f gr ou p in g-- the admission d e c i s i o n i s numbered from 1 as the top score to 5 as the bottom sc ore whereas the p r e d ic t o r s are scored high t o low. TABLE B.2 Multi p le Regression Analysis Data - Department o f So ciolog y Graduate Grade-Point Average M ultiple Correlation = .50 Variance = .25 Regression ANOVA p <,0005 P r e d ic to r Constant GRE Verbal Regression Coefficient Beta Weight Beta S i g n i f i c a n c e Level Partial C or re lation Coefficient , R“ Delet e 3.0294 .0001 ,03 <.601 .03 .25 - .0 0 0 5 -.20 <.043 -.20 .22 Undergraduate GPA .0134 .02 <.869 .02 .25 S o c io lo g y GPA .2515 .35 <.008 .26 .19 Quali ty Rating .0276 .16 <.110 .16 .23 -.23 .21 GRE Q u a n t i t a t i v e Admission Placement * - .0 53 6* -.24 <.023 The n e g a t iv e s ig n s f o r the Admission Placement in th e Appendix t a b l e s do not imply an i n ­ v e r s e r e l a t i o n s h i p . They are a fu nc ti on o f group numbering, i . e . 1 to N while a l l other p r e d i c t o r s are N to 1. TABLE B .3 Multi p le Regression An alysis Data - Department o f S o cio lo g y O r i g i n a l i t y in Research M u lti p le Corr el ation = .39 Variance = .IS Regression ANOVA p <.011 Pr e d ic to r Regression Coefficient Constant 2.8200 Beta Weight Partial Beta S i g n i f i c a n c e Corr el ation Level Coefficient R“ Delete GRE Verbal .0017 .15 <.184 .13 .14 GRE Q u a n tit a tiv e .0002 .02 <.874 .02 .15 Undergraduate GPA .0768 .02 <.847 .02 .15 S o cio lo g y GPA .3402 .10 <.456 .0 8 .15 Quality Rating .0220 .03 <.794 -.03 .15 -.2480 -.2 5 <.032 -.2 1 .11 Admission Placement TABLE B.4 M u ltip le Regression Analysis Data - Department o f S oc iology E f f e c t i v e n e s s o f Written Reports M ultiple Correlation = .43 Variance = .18 Regression ANOVA p <.003 Pr edic to r Constant Beta Weight Beta S i g n i f i c a n c e Level Partial Correlation Coefficient 2 R Delete 2.2249 ,0026 .24 <.027 .22 .14 - .0 0 2 2 .22 <.035 -.21 .14 Undergraduate GPA .2706 .09 <.449 .08 .18 S o c io lo g y GPA .5205 .17 <.205 .15 .17 Quality Rating .0039 <.01 <.959 .01 .18 -.1316 -.1 4 <.201 - .1 3 .17 GRE Q u a n tit a ti v e Admission Placement 145 GRE Verbal Regression C oefficient TABLE B.5 M ultiple Regression Analysis Data - Department o f Sociology Promise as a Productive Research Worker M ultiple Correlation = .35 Variance = .13 Regression ANOVA p <.037 P r e d ic t o r Regression C oefficient Constant 1.4691 GRE Verbal Beta Weight Beta S i g n i f i c a n c e Level P a r t ia l C orr elatio n Coefficient R Delete .0017 .14 <.226 .12 .11 <.0001 <.01 <.997 <.01 .13 Undergraduate GPA .0846 .0 3 <.844 .02 .13 S o c io l o g y GPA .6175 .18 <.212 .1 3 .11 Qu al it y Rating .0181 .02 <.842 .02 .13 -.1735 -.1 6 <.162 -.1 4 .11 GRE Q u a n tit a ti v e Admission Placement TABLE B.6 M ultiple Regression Analysis Data - Department o f Sociology Overall Evaluation M ultiple Correlation = .39 Variance = .15 Regression AXOVA p <.012 P r e d ic to r Regression Coefficient Constant .7081 GRE Verbal .0023 .1 7 <.129 .15 .13 GRE Q u a n t i t a t i v e - .0 0 0 8 -.06 <.550 -.06 .15 Undergraduate GPA -.0111 -.01 <.981 -.01 .15 S o cio lo g y GPA .9956 .27 <.055 .19 .12 Qu al it y Rating .0466 .05 <.625 .05 .15 -.1432 - .1 3 <.268 -.1 1 .14 Admission Placement Beta Weight Beta S i g n i f i c a n c e Level P a r t ia l Corr el ation Coefficient R" Delete appen d ix c MULTIPLE REGRESSION ANALYSIS DATA D cpnrtm cnt o f P sy c h o lo g y 148 TABLE C.l M ultiple Regression Analysis Data - Department o f Psychology Graduate Grade-Point Average M ultiple Correlation = .36 Variance = .13 Regression ANOVA p <.007 Beta S i g n i f i c a n c e Level r P r e d ic to r Regression C oefficient Constant 2.9618 GRE Verbal <.0001 .01 <.907 .01 .13 GRE Q u a n ti t a ti v e .0001 .03 <.732 .03 .13 Undergraduate GPA .0132 .02 <.834 .12 .13 Psychology GPA .0891 .15 <.170 .12 .12 Quality Rating .0285 .18 <.029 .18 .10 Advanced Test .0006 .18 <.080 .14 .11 -.0145 -.07 <.409 -.07 .12 Natural Scien ce Courses Delei tifrl Beta Weight P a r t ia l C orr elat ion C oefficient TABLE C.2 M u lti ple Regression Analysis Data - Department o f Psychology Mastery o f Fundamental Knowledge M ultiple Correlation - .38 Variance = .15 Regression ANOVA p <.002 P r e d ic to r Regression Coefficient Beta Weight Beta S i g n i f i c a n c e Level Partial Cor re lation Coefficient R2 Delel Constant .3720 GRE VeTbal .0003 .02 <.859 .02 .15 GRE Q u a n ti t a ti v e - .0 0 0 5 -.04 <.680 -.04 .15 Undergraduate GPA - .6 0 9 0 -.17 <.111 -.13 .15 Psychology GPA .8959 .24 <.023 .19 .11 Qu al it y Rating -.0 2 0 6 -.02 <.792 -.02 .15 .0065 .31 <.002 .26 .09 -.0983 -.08 <.356 -.08 .14 Advanced Test Natural S cien ce Courses TABLE C.3 M ultiple Regression Analysis Data - Department o f Psychology E ffectiv en ess o f Written Reports Multi p le Co rr el atio n = .33 Variance = .11 Regression ANOVA p <.025 P r e d ic to r Constant Regression Coefficient Beta Weight Beta S i g n i f i c a n c e Level P a r t ia l C orr elatio n Coefficient ^ R Delete .6296 GRE Verbal .0006 .04 <.735 .0 3 .11 GRE Q u a n tit a tiv e .0001 .01 <.909 .01 .11 -.4 9 5 4 -.12 <.247 -.10 .10 Psychology GPA .8734 .21 <.049 .17 .08 Quali ty Rating .0792 .07 <.368 . 08 .10 Advanced Te st .0045 .19 <.059 .16 .08 -.1848 -.14 <.123 -.13 .09 Undergraduate GPA Natural S cience Courses TABLE C.4 M ultiple Regression Analysis Data - Department o f Psychology Promise as a Productive Research Worker M ultiple Correlation = .30 Variance = .09 Regression ANOVA p = .05 P r e d ic to r Constant Regression Coefficient Beta Weight Beta S i g n i f i c a n c e Level Partial Correlation Coefficient r 1 Delei .3810 -.0003 -.02 <.870 -.01 .09 .0001 .01 <.948 .01 .09 -.5 7 1 7 -.13 <.236 -.10 .08 Psychology GPA .8866 .19 <.075 .15 .07 Quality Rating .0432 .04 <.662 .04 .09 Advanced Test .0056 .22 <.034 .18 .06 -.2237 -.15 <.098 -.14 .07 GRE Verbal GRE Q u a n ti tati ve Undergraduate GPA Natural Scien ce Courses TABLE C.5 M ultiple Regression Analysis Data - Department o f Psychology' Overall Evaluation M ultiple Correlation = .35 Variance = .13 Regression ANOVA p <.006 P r ed ic to r Regression C oefficient Beta Weight Beta S i g n i f i c a n c e Level Partial Corre lation Coefficient R2 Delel Constant .6848 GRE Verbal .0006 .03 <.754 .03 .13 GRE Q u a n ti t a ti v e .0001 .01 <.951 .01 .13 Undergraduate GPA - .8 0 0 7 -.20 <.056 -.16 .10 Psychology GPA 1.0500 .26 <.015 .20 .09 Quali ty Rating .0177 .02 <.836 .02 .13 Advanced Test .0052 .23 <.025 .19 .09 - .2 1 5 9 -.16 <.065 -.16 .10 Natural Scien ce Courses