GROWTH AN‘D imi‘émflTiON EN REA’DENG Thesis far 11w Dam-we sf M. A. MICI'HGAN STATE COLLEGE Faye Lucile [{unkie H.350 nw Lr-r- , :37":- -~ I. ‘r L 0-169 This x. to certify that the theeie entitled Growth and l’rediction in Reading Achievement presented by Faye Lucile Xunkle bu been accepted towards fulfillment of the requirements for LA. degree in Educat ion Major professor pm: February 6, 1951 . w— . v 5..-- "mm Ilmflfllflfllflflllml 3 1293 01106 4163 PLACE N RETURN Boxmmwewcheekomflomyourm To AVOID FINES retumonorbdoreddedue / DATE DUE DATE DUE DATE DUE GROWTH AND PREDICTION IN READING ACHIEVEMENT A Theeia Presented to the Faculty of the Department of Education Michigan State College In Partial Fulfillment of the Requirements for the Degree Master of Arte by Faye Lucile Kunkle December 1950 ”duals LIST OF TABLES TABLE PAGE I. Average Number of Tastings and Average Span.....................'7 II. Comparison of Boys' and Girls' Predicted Scores with Stanford Norms . . . . . . . . . . 12 III. Constants from Equations for Unmatched Groups. . 18 IV. Constants from Equations for Matched Groups . . 23 V. Comparison of Predicted Scores of Upper Boys, Upper Girls, Lower Boys and Lower Girls . . . 26 i J! ea \. ‘ b-hr. LIST OF FIGURES FIGURE 1. 5. 4. 5A. 5B. SC. SD. 5E. 5F. 5G. 5H. 51. 53. SK. 5. Distribution of Deviations of Predicted Reading Scores from.Actual Stanford Scores . . . . . . Comparison of Stanford Norms with Curves of Constants . . . . . . . . . . . . . . . . . . Theoretical Reading Achievement Curves of Nine Unselected Girls . . . . . . . . . . . . . . . Distribution of I. Q.'s . . . . . . . . . . . . Distribution of kl . . . . . . . . . . . . . . . Distribution of k2 . . . . . . . . . . . . . . . Distribution of k3 . . . . . . . . . . . . . . . Distribution of 01 . . . . . . . . . . . . . . . Distribution of 02 . . . . . . . . . . . . . . . Distribution of tl . . . . . . . . . . . . . . . Distribution of t2 . . . . . . . . . . . . . . . Distribution of r1 . . . . . . . . . . . . . . . Distribution of r2 . . . . . . . . . . . . . . . Distribution of b1 . . . . . . . . . . . . . . . Distribution of b2 . . . . . . . . . . . . . . . Comparison of Composite Curves of Upper Boys, Lower Boys, Upper Girls and Lower Girls . . . PAGE 13 15 19 19 19 19 20 2O 2O 2O 21 21 21 21 27 INTRODUCTION Much has been said in methods textbooks, periodical literature and teacher training courses concerning provision for individual differences in teaching of reading. Studies have developed steps or stages through which individuals pass in the process of learning to read.1' By stating such e series, there is the implication that all individuals traverse the same path. However, the progressive differen- ces in the achievement levels of individuals follow a much more sensitive classification. Children arrive at the vari- ous stages at differing times and'ggg; toward individual maturity levels at unique rates. The type of investigation which has revealed the necessity for provision of individualized instruction has been primarily of the cross-sectional type. By development of norms based on measurement of different children in dif- ferent grades at the same time, a grosser type of scale has been devised than would seem.feasible to apply to the study of a single individual. The need is for successive measure— ment of the same children over a period of years--the 1National Society for the Study of Education, Reading in the Elementary School, Forty-Eighth Yearbook, Part I , C'EiTago: University or“ Chicago Press, 1949, pp. 19-22. 2 longitudinal study technique. Gray2 and Traxler5 have sums marized several thousand studies of reading, but few tackle the problemuwith the longitudinal approach. Studies such as those carried out in the Harvard and Iowa growth studies should become the general practice. This study has been carried out for the purpose of contributing to the understand- ing of the nature of reading progress and the factors which affect reading achievement. 22299868: The investigation has five purposes: (1) to shoe the individuality of growth in reading; (2) to shoe the patterns of growth in preadolescent and adolescent reading; (3) to shoe sex differences in reading growth; (4) to shoe effect of intelligence on reading growth; (5) to state generalizations based on data analysis. General Setting: The children used as subjects were in attendance at the Henry Ford School, Dearborn,‘Michigan. Children in this zGray, W. 8., Elementary School Journal, University of’Chicago Press, Chicago, 111. (Summary appears in October or March 1 ssue .) aTraxler, A. E.,”Ten'Years of Research in Reading,“ Educationa Records B letinpfig..§§, Educational Records ureau, ew York, Marc , 1941. 3 school are, in general, typical of the higher level of social status in an industrial community. Few of the cases are rep- resentative of social extremes. Eighteen boys and eighteen girls were used for the study. This is a relatively small group, but since the growth measured is individually analyzed, the small number of cases is not important. MEI'HOD 0F ANALYSIS In this study the attempt has been made to describe growth in reading in mathematical terms by fitting an equa- tion to the observed data. By computing the equation from the observed data, it is possible to predict growth beyond the range of actual testing. The equation used here has been widely used in stud- ies in biological science. To Courtis“who adopted the technique frothompestz' ”LII of Biologic Growth" is given the credit for introducing growth technique in educational research. Data which follow a logarithmic curve when plotted on rectangular coordinate graph paper will graph as a straight line when plotted on graph paper in.which the hori- zontal scale remains uniform and the vertical scale is laid off in logarithmic units. The Courtis technique uses a specially constructed graph paper on which the horizontal scale remains uniformly spaced but the vertical scale rep- resents peroentages of maximum devlepment. The equation of the straight line as plotted on Courtis' isochronic graph paper is determined in units of percentages of time required to complete the cycle. The equation is of the form.Y - KkErt + q. The portion of 4Courtis, S. A., The Measurement 2; Growth, Brumfield and.Brumfield,.Ann.Arbor, Michigan, 1932.— 5 the equation in brackets can be recognized as the equation of a straight line. "r” is the slope of the line and is found by dividing the change in isochrons between two points by the time required for the change to take place. "t" is the time, the abscissa on the graph; and "i” (incipiency) is the value of the ordinate when ”t” is zero, or the inter- cept on the vertical scale. Values obtained by solving this portion of the equation yield isochronic values. The cross-bars on the first bracket sign indicate that this quantity is to be translated to percentages of maximum be- fore multiplying by "K", the score achieved at maturity by the individual. In describing growth which seems to mature in more than one cycle, the equations are combined to produce the following formula: ‘13; cycle Egg cycle Y 3 K1 {1‘11 4- 11] + K2 {Inst + 12] Experience leads to the expectation of a two-cycle phenomenon in the development of height and weight in child- ren. Pubertal changes are evident in the acceleration of the rate of growth. These changes are also to be noted in growth curves of dentition, intelligence, and other forms of growth as shown by Huggett and Millard.5 Longitudinal curves in reading resemble closely those of other functions and should be regarded as a portion of the total develop- ment of the child. Millard6 has shown that a single cycle equation des- cribes preadolescent growth in reading achievement. However, to portray the total growth of the individual, it is necessary to represent further growth beyond the preadolescent maximum by a second cycle equation. 5Hu . ggett A. J. and Millard C. V. Growth; Learning Ln he Elementary Schodl, D. 0. Heath 8c Coz, Doston, l 4 . 6M111ard, o. v., "The Nature and Character of Pre- Adolescent Growth in Reading Achievement," Child Develo ment, Vol.11, No. 2, pp. 71-114, 1940. METHOD OEIMEASUREMENT Description 93 Data: The data used for analysis consisted of Stanford reading scores, for eighteen boys and eighteen girls. Three hundred eighty scores were available for this group of thirty-six children. The average number of testings and average spans are given in Table l which follows. Table 1. {Average Number of Testings and Average Span. Box! Girls 2219.].- $129.39. .Averags number 10.4 10.7 10.5 of testings Average Age Span of testing 109 e2'172e5 97.1-15705 103e2'164e9 All children.were in attendance at the Henry Ford School, Dearbcrn, Michigan, during the course of the testing. '1! 1 0121222922: 1. An equation for the growth of each individual was derived from the actual measurements (Appen- dices A and.B) 7Scores used represent the average interpolated score of paragraph meaning and word meaning, as indicated by Stan- ford scoring instructions. 8 2. These equations were solved for values for each individual at the ages at which the tests were given. 3. Comparison was then made between computed scores and actual scores as obtained on the tests. .Ldeguacz 9;.Derived gguation : Comparison of actual scores with the predicted scores obtained as described above showed the mean deviation of pre- dicted from.actua1 to be 2.7 in 380 predictions. Forty-four per cent of these predictions showed an error of less than 1.4. In view of the variability which might be expected due to uncontrollable factors in the testing situation, the limits of the tests themselves, and variability of individual per- formance, it seems remarkable that individual performance can be anticipated with such accuracy. Figure 1 shows the dis- tribution of errors in prediction. wwwoom do wwwng 110- 100 90- 70- 60' 40 20- 10* r A ~85 Figure l. M6311 -- 207 Average error with sign -- +.32 . iron . . . . l, a -20 -15 ~10 -5 O 5 10 15 Distribution of Deviations of Predicted Reading Scores from Actual Stanford Scores 10 Comparisonigg Stanfgrd Norma with.Bgyg' and Girls' Curves g; Constants: . ”Curves of Constants" were obtained for boys and girls as described by Courtis.8 To obtain these equations, the means of the constants of the individual equations were utilized. ‘Using the resulting equations, scores were com» puted at tenementh intervals (Table 2) and plotted on the same axes as the Stanford norms (Figure 2). It is apparent that the progress of these two groups is not as uniformly linear as that expected from.reference to the norms. The reading achievement of the studied groups is observed to accelerate rapidly in the beginning stages of growth, reach a plateau period, then spurt upward again rapidly. .L second cycle of achievement is apparent begin- ning near puberty, 136 months for the girls and 146 months for the boys. Since the curves of constants differ so markedly from the Stanford norms curve, and resemble so much more closely the individual curves of achievement (see Appendix C), the injustice done many pupils by computation of reading quotient (educational age divided by chronological age) is readily 8Courtis, S. A., ”The Derivation of Norms,” Section I§& Education, American Association for the Advancement of clones. 1932, pp. 237-242. 11 apparent. A.child may show a lag in comparison to the Stan- ford norms, when, in actuality, if given a little more time, and allowed to continue at his own growth rate without undue pressure, he may soon surpass the norm. 12 Table 2. Comparison of Boys' and Girls' Predicted Scores with Stanford Norms Stanford Girls' Boys' Age Norms Predicted Scores Predicted Scores 6- 8 --- 4.4 --- 7- 6 19 23.7 --- 8- 4 28 49.3 2.7 9- 2 39 65.3 16.e 10- 0 50 73.2 38.3 10-10 62 78.4 57.7 11- 8 72 85.2 71.0 12- 6 80 92.3 81.9 13- 4 86 96.7 ss.e 14- 2 91 99.0 92.8 13- 0 96 100.0 94.5 13-10, 101 100.4 95.7 16- B 108 100.5 96.3 13 Boys' Curve.—___. Girls' Curve. ------ . Stanford Norms._ _. Boys' Co osite Equati n: y I 78efie790t * 6le4 + 18e8{0696t 9' '72s]; Girls' Composite Equat on: y a 79.6f.897t «- 52.3 + 21.2%.8691; - 9343 120 L 110- ‘. ‘. 4 it 4 100 so. "’ V C 70' ,r’ /‘ 60’ / /. 50 * .’ e/ wwwOOM uwowzbam \. \ . 20 ’ I’./ 10 F I!" / ‘1'6 100 120 L 140 ‘ ids ‘ iso ‘ zoo Figure 2. Comparison of Stanford Norms with Curves cf Constants INDIVIDUAL DIFFERENCES IN READING PERFORMANCE Through the study of large groups of students, stand- ards of achievement have been established, the existence and importance of individual differences has been made known and the concept of individual needs has developed. 0n the other hand, it has been shown that data obtained on large groups of children of a given age used in establishing norms, obscure variation in growth that are evident in individual growth curves. It has been shown.that individuals differ greatly by studying the reading growth curves of nine unselected girls. No two curves originated at the same age level, and no two curves attained the same maximum.levsl. Some followed nearly parallel for a period, then suddenly deviated marked- ly. By reference to Figure 3, the fallacy of judging the performance of one child by that of another who at any particular point rates at approximately the same level is apparent. 15 .manao ompocaomob coax Ho mobaoo pooaopofimom mcflcmom Hecapcaooma .n caowam \\ SEX DIFFERENCES IN READING PERFORMANCE Many studies have been made of effects of intelli- gence on reading achievement. Individual differences have already been discussed. However, one other important fac- tor in individual differences has been neglected in most studies. Certainly sex differences should be studied as a part of an analysis of reading in order to provide for another possible factor in individual differences. School achievement scores have indicated superiority for girls in 10 concluded that linguistic skills at all ages.9 Millard ”Although there are characteristics of the reading achieve- ment curve which can be attributed to the effect of sex, differences in rates of growth, differences in time at which maturity is reached, and differences in maxima, there is no basic difference in achievement when all of these factors are taken into consideration." Comparison of constants from the composite equations for boys and that for girls will reveal differences in read- ing achievement along many lines. First of all is the difference in maxima--girls excel 9 Gray, N. 8., "Reading" Encyclogedia_ of Educational Research. New York: The Mac Millan Co., 1941, pp. 591-926. 1QMillard, C. V., ”The Nature and Character of Pre- Adolescent Growth in Reading Achievement," Child Development Vol. 11, No. 2, p. 91,1940. 17 in levels attained in both cycles by 1.5 at the termination of the first cycle, by 2.9 in the second cycle, and by 4.4 in the overall analysis. Girls again function at a higher level than boys when the rate of growth is studied. Girls begin each cycle at an earlier age than boys, require less time for completing the cycle, and arrive at maturation at an earlier age. Thus is shown the superiority of girls over boys in all aspects of reading achievement. Table 3 presents the data upon.which the above statements are based. Frequency distributions for the growth constants show again that, despite the superiority of girls over boys, wide degrees of variability occur. Table 3. Constants from.equations for unmatched groups. Constant boys girls kl preadolescent maximum 78.1 79.6 kg adolescent maximum. 18.8 21.7 k3 total maximum 96.9 101.3 r1 preadolescent rate .790 .897 r2,adolescent rate .696 .869 tl age of preadolescent maturation 161.6 149.2 t2 age of adolescent maturation 225.8 201.2 b1 age of beginning preadolescent cycle 85.2 74.2 b2 age of beginning adolescent cycle 121.2 119.7 °1 time required for completion of preadolescent cycle 76.3 74.9 oz time required for completion of adolescent cycle 104.7 82.0 03 140.6 127.0 time required for total growth 18 Uldrfldtsn3 t+c> riai’ilnta owwopm Ho Havana Boys V Boys ..___.._... Mean I. Q. 104.0 Girls 110.5 S.D. 12.4 12.1 Girls ----- 19 HNGPOOQO Moan K1 SeDe Boys 78.1 14.6 Girls 79.6 11.0 Fig. 4. Distribution of I.Q.'s. Fig. 5A. Distribution of k1. Boys Girls Mean kg 18.8 21.7 '2 25 28 31 “0811 K3 SeDe Boys 96.9 16.5 Girls 101.9 9.2 I I 40 so so 70 so so 160 .120 Fig. SB. Distribution of k2. Fig. 5C. Distribution of k3. 20 Boys 76.3 21.1 Boys 104.7 32.2 Girls 74.9 17.9 Girls 82.0 31.7 6 . 0 130 Fig. 5D. Distribution of °1' Fig. 5E. Distribution of ca Mean t1 S.D. Mean t2 S.D. Boys 161.6 16.6 Boys 223.8 27.0 Girls 149.2 17.4 Girls 201.2 27.1 PMS‘O‘OQ 110 130 15c 176 190 210 160 200 240 sec 300 Fig. 3F. Distribution of t1. Fig. 5G. Distribution of t2- 21 Mean 1'1 SeDe Mean 1‘2 Se De Boys .790 .286 Boys .696 .257 Girls .897 .258 Girls .869 .323 10» 10f 8. 8" 6. 4. 2 :"x e3 07 e9 10]. 1.5 e3 .5 e7 09 1e]. 13 L5 1” Fig. 5H. Distribution of r1. Fig. 51. Distribution of re mean b1 S.D. Mean b2 S.D. Boys 85.2 10.4 Boys 121.2 12.3 Girls 74.2 12.2 Girls 119.7 15.6 10- 10k a a i. e * 6 * 4 . 4 t 2 ,t' 2 " I --".‘~‘ g _- a a a “ a J l l A; 50 60 7O 80 90 100 110 90 100 120 140 160 Fig. 5J. Distribution of b1. Fig. 5K. Distribution of be. j EFFECT OF INTELLIGENCE ON READING ACHIEVEMENT Division of boys and girls into groups by I.Q. was made. Five cases were used in each of the following groups: upper girls, upper boys, lower girls, lower boys. Comparisons will now be made between upper I.Q. boys (mean I.Q. 115.2) and lower 1.9. boys (mean I.Q. 100.5), upper I.Q. girls (mean I.Q. 115.6) and lower I.Q. girls (mean 1.9. 100.1), upper boys and upper girls, and lower boys and lower girls. Comparing upper boys with lower boys shows the fol- lowing: upper boys have a higher preadolescent maximum, a lower adolescent maximum, but a higher total reading maximum. Upper boys have a higher preadolescent rate of growth, but a lower adolescent rate of growth. Upper boys begin both cycles at an earlier age, complete both cycles at an earlier age, and require less time for completion of cycles. Comparing upper girls with lower girls: upper gh:1s have a higher preadolescent maximum, a lower adolescent maximum, but a greater total maximum. Upper girls have a lower preadolescent rate, but a higher adolescent rate. Upper girls complete the preadolescent cycle later than lower girls, but complete the adolescent cycle at an earlier age. Upper girls and lower girls vary only slightly in age 23 Table 4. Constants from equations for matched groups. BOYS GIRLS Constant Upper Lower Upper:;pwer k1 preadolescent maximum 87.6 76.2 ' 87.0 72.4. k2 adolescent maximum 17.8 18.6 20.2 22.8 kg total maximum 105.4 94.8 107.2 95.2 r1 preadolescent rate .943 .862 .843 .943 r2 adolescent rate .728 .839 .839 .774 tl age of preadolescent maturation 149.3 166.4 152.1 146.6 t2 age of adolescent maturation 214.5 223.3 202.6 212.9 bl age of beginning pre- adolescent cycle 83.2 90.0 73.0 73.5 b2 age of beginning adolescent . cycle 122.2 124.3 120.0 119.1 01 time required for completion of preadolescent cycle 66.1 76.4 79.2 73.2 02 time required for completion of adolescent cycle 92.3 99.0 82.6 95.4 05 time required for total growth 131.3 133.3 129.6 139.4 24 of beginning cycles, with the upper girls having the advan- tage in the preadolescent cycle and the lower girls in the adolescent cycle. Upper girls require more time to complete the preadolescent cycle, but less time for the adolescent cycle and less time for the total growth in reading. Comparing upper boys and upper girls lessens the differences found in comparing unmatched boys and girls. Upper boys and girls have nearly identical preadolescent maxima, with the girls having the adolescent advantage and attaining a slight overall advantage. Preadolescent boys achieved at a higher rate, but adolescent girls regained the advantage. Preadolescent maturation occurred earlier for the boys, but adolescent maturation was attained with a decided advantage of nearly a year for the girls. Pre- adolescent girls began reading earlier, and also began the adolescent cycle earlier, but lost much of the advantage in the second cycle. The boys required less time for comple- tion of the preadolescent cycle, but more for completion of the adolescent cycle, with a slight overall disadvantage. Comparison of lower boys with lower girls shows essentially the same results with the following exceptions. lower boys had a lower preadolescent rate of growth than the girls, and a higher adolescent rate of growth. Lower girls completed the preadolescent cycle earlier than the 25 lower boys. Lower boys required more time to complete the preadolescent cycle, and less time for the total growth. The conclusion to be drawn from the above discussion is that while, in the unmatched groups, the girls have the advantage in all phases of reading growth, the advantage is divided in comparison of groups matched by 1.9. Too, the upper groups of both boys and girls have the overall advantage over the lower groups. Data for the above con- clusions are shown in Table 4. Scores were predicted at ten-month intervals from upper and lower boys' and girls' composite equations and are listed in Table 5. Figure 6 interprets these results graphically. 26 Table 5. Comparison of Predicted Scores of Upper Boys, Upper Girls, Lower Boys and Lower Girls. Girls' Boys' Predicted Scores Predicted Scores A8. Upper lower Upper lower 6-8 2.6 2.2 --- --- 7-6 20.0 17.4 7.1 --- 8-4 46.1 42.0 32.8 8.4 9-2 66.1 58.6 59.7 44.5 10-0 77.4 66.7 75.5 51.8 10-10 83.7 71.6 83.9 65.2 11-8 90.6 78.4 90.5 74.4 12-6 97.5 86.0 96.3 82.8 13-4 102.3 90.3 100.4 89.0 14-2 105.0 92.9 102.9 92.0 15-0 106.1 94.1 104.1 93.3 Computed from the following composite equations: Upper Boys -- y o 87.6 {.9461: - 64.1] 4- 17.8 f.728t - Lower Boys -- y - 76.2 {.862t .. 64nd + 18.6 {.869t Upper Girls - y - 87.0 {.846t - dead 4- 20.2 {.8391; Lower Girls - y . 72.4 f.943t - 68.3 + 22.8 {.774t I 9 9 (D (O O m e 0 .EL 80.1000) “HOHBGCO'UJ 2‘7 Figure 6. Comparison of Composite Curves of Upper Boys, Lower Boys, Upper Girls, and Lower Girls. Upper Girls ——- Lower Girls —.—- Upper Boys assess Low er Boys ------ 110 . I... / .‘uuwv‘ /‘__,.-' / ‘,s.s:::f 90 ’ / .nnifr'tt""" W" ' . Z/ . 9’ o 80 /./ 70 ~ /-/ . ""13? /O/a"’.” 0’ ' so . / ,4» /s", v"! 50 ' /.’/. "9"" t" ’ 40 ~ /,-‘ ./ 4!! 30 * fl", '/ i, so . / I ./ / .3 ’ 10 P /,o". / k" 80 100 120 140 160 180 Chronological Age 28 Generalizations and Implications from the Stud: The following characteristics of the pattern of read- ing growth have been revealed or verified by the results of this investigation. 1. All children tend to traverse similar routes as reading abilities mature. 2. Although all children go through similar pat- terns of development, there is wide variation in rate, time, and maximum of development. 3. That certain inherent factors, or early es- tablished determinants, influence growth in reading is borne out by the adequacy of des- cription of the curves of reading achievement by mathematical equations. 4. Reading growth follows a curvilinear pattern with an adolescent cycle succeeding the pre- adolescent cycle. 5. Reading growth is a part of the total develop- ment of the organism.and presents a developmen- tal pattern similar to those familiar ones of physical develOpment including a pause and an acceleration near puberty. 6. Patterns of individual or small group progress deviate markedly from the existing norms. 10. 29 Girls, on the average, develop earlier and exhibit a higher developmental level at any given age than do boys. Although girls tend to be superior in the preadolescent cycle, much of their final superiority is due to growth during the adolescent cycle. Intelligence is an important factor in read- ing growth. When I. Q. is made constant, much of the variability in favor of the girls tends to disappear. Generalizations and Implications for Educationa;HPractices Revealed pg Verified.p1_the Study 1. 2. 3. 4. Single measures of achievement appear useless for evaluation. .A number of successive measurements are necess- ary for prognosis. The need for maintenance of longitudinal records by schools is pointed out. Growth patterns are essential for evaluation and must cover the entire developmental career to be valid. Possible short-time fluctuations due to instruc- tional level have little effect upon the final 30 achievement of the individual. 5. Possibilities for a better basis for group- ing for instructional purposes are indicated by this type of investigation. 6. The present system of grades needs a thorough study for possible alteration in view of growth analysis of children. Study tOpio placement may need revision in order to place new ma- terial in the curriculum at a time when rapid growth is taking place, and not at a time of plateau in the learning curve. 7. The individuality of learning is emphasized and indicates the need for individualized instruction. 8. The apparently predetermined nature of read- ing growth indicates that reading instruction in the school should emphasize development ct wide interests, literary taste, discrimination, and reading for special purposes. Implications for Further Study That study in this area is at a beginning and leaves much for the future is apparent. Some questions yet to be investigated follow. 1. Study is needed to determine effect of 2. 31 preadolescent cycle upon the adolescent cycle. Interrelationship between factors of growth are still to be investigated. Follow-up studies are needed to indicate the extent to which prediction is possible. Relationships between patterns of development in reading and other mental and physical traits should be traced. B IB LI OGRAPHY 52 BIBLIOGRAPHY Courtis, S. A. The Measurement of Growth, Brumfield.& Brumfield, Ann.Arbor, Michigan, 1932. , "The Derivation of Norms," Sectionig. Education, American Association for the Advancement of Science. 1932, pp. 237- 242. Gray, W. 3., Elementary School Journal, University of Chicago Press, Chicago, 111. (Summary appears in October or'March issue.) _______, "Reading" Encyclopedia‘pg Educationa; Research. New York; the MacMillan Co., 1941, pp. 891-926. Huggett, .A. J. and C. V. Millard, Growth.& learning in the Elementarz School, D. C. Heath.&.Co., Boston, 1946. Millard, C. 7., "The Nature and Character of PreAdoles- cent Growth in Reading.Achievement,” Child Develop- ment, Vol. 11, No. 2, pp. 71-114, 1940. Traxler, A. E., "Ten.Years of Research in Reading," Records Bureau, New'York, March, 1941. National Society for the Study of Education, Reading_ in the Elementary School, Forty-Eighth Yearbook, Part _II, Chicago: Ufiiversity of Chicago Press, 1949, pp. 19-22. APPENDIX 33 APPENDIX A. Boys' Reading Scores - Equation Constants Case Number k1 r1 11 b1 °1 tl k2 r2 10M 97 .908 53.3 74.9 67.3 142.2 12 .919 19MC 74 .824 50.8 79.5 74.4 153.9 17 .738 21M 72 .803 56.6 88.8 76.3 165.1 17 .486 26M 78 .982 72.4 88.7 62.4 151.1 16 1.374 28M 90 .978 80.0 96.8 62.7 159.5 20 .612 31M 87 .706 49.4 90.8 86.8 177.6 22 .745 34M 84 1.105 79.5 85.3 55.4 140.7 24 .632 36M 64 .573 32.7 82.7 107.0 189.7 14 .540 44M 92 .923 62.9 84.1 66.4 150.5 20 .680 45M 92 .742 43.1 78.0 82.6 160.5 13 .443 52M 75 .980 64.6 80.9 62.5 143.4 20 1.032 55M 82 .612 31.1 74.8 100.1 174.9 22 .485 61M 90 .725 42.7 79.2 84.5 163.7 18 .593 63M 80 1.244 108.7 99.1 49.3 148.4 24 1.049 80M 83 .681 37.1 68.7 89.9 158.7 28 .429 100M 33 .475 19.8 72.6 129.0 201.6 10 .471 180M 60 .797 66.3 101.6 76.9 178.5 26 .408 223M '72 1.550 155.5 107.8 59.2 147.1 16 .887 APPENDIX.A. (continued) Av. Age No. of 12 b2 c2 t2 k3 Dev. Range Scores 93.7 118.0 66.7 184.7 109 2.68 95-146 9 60.7 102.2 83.0 185.3 91 4.288 98-157 10 36.9 106.2 126.1 232.2 89 3.3 107-166 11 166.7 132.0 115.1 247.1 94 1.7 110-168 10 63.7 128.2 100.1 228.3 110 1.71 121-183 12 82.6 130.7 82.2 212.9 109 1.53 107-181 13 62.8 122.8 96.9 219.7 108 2.6 105-167 11 47.7 115.7 113.4 229.1 78 2.02 115-174 10 73.2 129.3 90.1 219.4 112 2.02 101-179 12 36.1 114.7 138.3 253.0 105 2.7 99-181 12 116.8 127.4 59.3 186.7 95 2.629 94-153 9 42.4 117.9 126.3 244.2 104 3.159 97-167 11 50.0 109.1 103.3 212.4 108 3.856 1091180 11 129.1 137.0 58.4 195.4 104 2.007 115-175 8 35.6 117.2 142.9 260.1 111 2.98 109-173 10 46.5 129.9 130.1 260.0 43 4.15 136-188 9 38.0 96.8 182.7 279.5 86 2.96 120-191 10 114.7 145.9 69.1 215.0 88 1.58 128-172 9 35 APPENDIX B. Girls' Reading Scores - Equation Constants Case No. k1 r1 11 b1 01 t1 k2 r2 2! 100 .711 30.2 63.1 86.2 149.34 10 .658 4F 70 1.341 84.0 76.3 45.7 119.3 30 1.190 8F 76 .725 32.6 65.3 84.4 149.7 20 .610 16F 74 .930 82.6 104.7 65.8 170.5 22 .901 18F 66 1.408 104.4 84.6 44.6 129.2 24 1.229 21? 70 .985 60.2 76.1 62.2 138.3 30 .765 22! 82 .779 29.7 57.0 78.7 135.6 10 .823 24F 70 1.263 70.0 67.0 48.6 115.6 30 .780 25F 90 1.205 85.5 83.1 50.9 134.0 24 1.137 32F 70 .901 59.2 67.4 85.0 152.4 20 .343 38? 78 .729 36.5 70.3 84.0 154.4 30 .714 41! 84 .703 32.2 66.8 87.1 153.9 28 .725 42F 64 .955 68.5 87.2 64.2 151.3 18 .869 45F 100 .676 32.2 69.5 90.6 160.1 12 .701 49F 90 .532 15.8 57.3 115.2 172.5 14 .492 58F 74 .643 38.2 82.2 95.3 177.5 30 .710 71F 95 1.050 82.2 92.3 58.3 150.6 15 1.233 82F 80 .603 27.5 70.0 101.6 171.6 24 1.758 APPENDIX B. (continued) 36 Av. Age No. of 12 b2 cg t2 k5 Dev. Range Scores 56.1 107.4 93.1 200.5 ’ 110 1.513 84-135 9 112.9 107.3 51.4 158.7 100 3.47 90-141 9 46.9 101.0 100.4 201.4 96 3.498 94-145 9 104.4 132.2 68.0 200.2 96 2.8 115-166 10 145.4 130.3 49.8 180.1 90 2.8 99-157 11 78.5 121.9 80.0 201.9 100 2.29 97-159 12 67.5 99.8 74.4 174.2 92 3.33 79-138 11 64.2 101.2 78.6 179.8 100 2.868 80-139 11 119.0 117.6 53.8 171.4 114 4.198 94-153 11 21.1 104.5 178.6 283.1 90 2.82 100-159 11 74.3 124.7 85.8 210.5 108 1.95 100-158 11 71.7 119.2 84.5 203.7 112 2.66 102-164 '12 106.6 124.3 85.8 210.1 82 3.41 107-177 12 67.2 116.9 87.4 204.3 112 1.8 104-162 11 38.1 107.3 124.6 231.9 104 2.04 98-160 12 83.9 139.0 94.3 225.3 104 4.39 100-182 12 176.3 154.9 49.7 204.6 110 1.19 112-172 9 240.5 145.2 34.8 180.0 104 2.422 93-168 9 mouoom QHOHbaflm moi-$00110 n-HOand-m mar-soars n-HOHbllerm APPEEDIX C 105L 105» 90' T 75 U 60 1 45 30? as so 100 £20 140 160 150 105r 90- 75- oo- 45- m- 80 100 150 140 160 150 105- 105 90. 9O 75. 75- 001 50 45' 45' 50» 50' 33 100 150 140 130 180 Chronological Ages Equation Curve-——- Test Data Curve--«- 37 ‘ V so 100 150 140 100 155 so 100 120 140 160 180 Chronological Ages APPENDIX 0 (Continued) 38 S tJDSL e I! 90’ f (D 75. r d 60' S o 45' o r 30 ° 22? 241 s . . 80 100 120 140 160 180 S t 10:) 105) a n 90- 90' f O 75» 75' r. d 00 soL S o ‘5 45' o :r 30 30. e e S t105L 105- a n r 90’ 90. 8 dqa. 75" s 00) 501 c 045' 45* r O 30. 50. e so 100 150 120 150 180 so 100 150 120 150 150 Chronological Ages Equation Curve -—— Test Data.Curve ------ Chronological Ages APPENDIX 0 (Continued) 008000) QHOHB’GOJ mOHOOM DHOHBQd’m mat-10003 QHOHDDd’U) 39 105L 105- . ' 90+ 5 ° 75» I 50. ' 45» 50- 45F so 100 150 140 160 150 so 100 120 110 150 150 1051 105- 90- go. 75- 75 ~ 60L 50 - 45» 45 ~ 50- 50 ~ 407 so 100 150 140 150 150 105- 105~ 90‘ 90’ 75- 75- 60’ 50- 45- 45- 50- 30- 80 100 120 140 160 180 Chronological Ages Equation curve -——- Test Data curve ------ 80 100 120 140 160 180 Chronological Ages 40 APPENDIX 0 (Continued) 3105- t a n 90- r 075 r d 50* s 45. O O r 30‘ 0 10M 3 so 100 120 140 160 180 s ‘7105. . a 105- n f 90" O r 75- d s 60- 0 o 45~ r e 50- 8 so 100 120 140 150 180 g...- 0 0‘ 90’ 75' 45' , . , . .11 . ' . - .31M; 80 100 120 140 160 180 80 100 120 140 160 180 Chronological Ages Chronologica1.Ages Equation Curve Test Data Curve unu- 00.10002 QHOHbfld’UJ APPENDIX C (Continued) )3 (O O Q 0' IF 05 0| 0 01 O (00.1000) OHOH 75 45 mauoom nuowbadm 6O 45 3O mot-300cc O‘HOHDQCC'O) 105 90- 60- Y so‘ 100 120 140 150 160 75‘ f j so 100 120 140 150160 105- 100 120 140 150 180 Chronological 4865 Equation Curve Test Data Curve 41 so. 75- 50- 45- 55M so 100 120 140 160 180 Chronological Ages mOHOOm DHOHDDd’U) UOHOOU) 080.559“ DOHOOO) 9.10.5396“!!! PENDIX C (Continued) 105- 90 75' 6O 45 30' 105» 90' 75 60' 45 30' 105’ 90 75- 6O 45' 90 3O so 100 120 140 150 150 r 80M 80 100 120 140 160 180 V . . é . 1 . 80 100 120 140 160 180 Chronological £865 Equation Curve ____ Test Data Curve ------ 105- 75- 50- 45' 105' 42 V so 100 1é0 140 150 150 so 100 150 140 160 180 7 so 100 150 140 160 180 Chronological Ages a; a . 5,33,; (“j ‘3." r" s, - ~ _, " e 11352547 £57 Mar 15 '5 " Mar 17 3 Aug 19 '58 Dec 8 58 s AprSé “V v—rv-r *vvv‘v— v .__. ,- , ‘ . ; 16$) Jr." J3.'15*~""- 1! ., '4' ' A . . \ ' .. ‘y- I ‘ . 'I .' . . ‘ '_ -l . . ._ ‘ - "LA; to . )'-' -.‘ _'_\ Q A;'.‘ ...' - C ‘ .L?!‘ s 3531-; - . . r'fi. ‘ - u. , , 4‘ (”Kg - l r ‘- '| o x _' 4 1 l .1 ‘ ' ,4 I “ ~ ' _ - A ., . -. ) v _ o, .r _ . ' r ‘4 - . I ' — ' " ‘ ‘ x n . . l .' . ‘- _ . . ‘ M” - f' ' I ‘ ‘ . ~ . .' . . . ‘ _ ., .. t - ... - (I , .. -~ , . r ‘ . . - .v - . , _ _ — . - -‘ ~ ’ l. ‘ - - .... 1 . . 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