ton J^-^t '*l"^'ir*' 3011 QfarticU IttittgrHttjj ICtbtara attars. 2C»m ^nrk .4.-/'//!^.«5l4>f::._>...£:Ar... Cornell University Library The original of this book is in the Cornell University Library. There are no known copyright restrictions in the United States on the use of the text. http://www.archive.org/cletails/cu31924030621142 Chinese Students in America: Qualities Associated with Their Success By JENNINGS PINKWEI CHU Submitted in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy in the Faculty of Philosophy Columbia University C CO ^ •0 C •1 m > OJ CO J3 •rt -M u n Vi Ml 0) J3 4-) KJ CS M s hn •^ Ph CO 3 Ik l-l ^ H S -o nJ CO ^ s "^^ ci !<1 n < O s'S ^ «^ T iU cS ' ■a ■^ ^ ■" 11 o a ^^ c8 ^ -w ^ e "S a^ cs « . e e cci .S« S 6 en ^o bo PI ^ "S N (O"*>oi>ooq w"? ° 1 1 I 1 1 1 1 T T T « q M 00 ? 10 M Ol 00 H q •OOOOiHt -itp-N 0000 OH M Tj-lOOOOO « -^M 1 1 1 1 1 I 1 T T T T « 2 :? M H 00 H » S t ro 0\ q Oi-^OOO roOiOOOO 100 qwfo-qiH "S-w 1 1 1 1 1 1 T T T C4 M HI HI % r- 10 10 ■"t w fO (*3 1 r^HlOHlOHIHlO « ^iot*q»tH -"tw M hI pj 1 1 1 1 1 t 1 1 00 l-t H M 00 q 00 00 o i^ q fo Ol 1 1 T T T 00 M 10 HI 1 1 HI 10 1 « 00 Ol (H (> qi N q, 1 1 T T ■* l-l 11 q> ? 5 q q 1 1 1 1 -^ >0 N Ol M Ol 1 T T (*3 M 11 00 M 00 00 HI ^7 Ol 1 OS Si e» of THEORETI- THEORETI- lUDGMENTS q's VAL VALUE CAL VALUE 2 .600 .831 .667 .821 2.919 •730 .720 3 ■693 .880 ■750 ■874 3-197 -799 -783 4 ■750 .907 .800 .902 3-359 .840 .830 5 .790 .924 •833 .920 3-467 .867 -859 6 .818 ■936 •857 ■932 3-543 .886 -879 7 .840 •945 •87s .942 3.602 .go I •893 8 .857 ■951 .889 •949 3-646 .912 .901 9 .871 •957 ■899 ■954 3.681 .920 .911 10 .882 .961 .909 •958 3.710 .927 .918 II .892 .964 .917 .962 3-735 •934 .920 12 .899 .967 .924 •965 3-755 -939 -925 TABLE IV D Theoretical Self-Correlation for Knowledge of Chinese, Obtained as in Table IV A I II III IV V VI VII (VI -=-4) VIII NUMBER SUM GENERAL FITTED OF JUDGMENTS gj 25 g.> 85 OF g's THEORETI- CAL VALUE THEORETI- CAL VALUE 2 .710 -714 .709 -694 2.827 .707 .710 3 .786 .700 -785 -773 3-134 .784 .786 4 .831 •834 .830 .819 3-314 .829 .831 5 .860 .862 -859 .850 3-431 -855 .860 6 .880 .882 -879 .872 3-513 .878 .880 7 .896 .898 -895 .888 3-577 .894 .896 8 .907 .909 .907 .900 3-625 .906 .907 9 .917 •915 .916 .911 3-659 -915 .917 10 •925 .926 -924 .919 3-694 .924 -925 II •931 •932 -930 .926 3-719 -930 -931 12 -937 •938 -936 -931 3-742 -936 -937 20 Chinese Students in America In a similar manner we find values of rv as p varies on the bases of the obtained correlations (when g is 3, rs is 73; when g is 4, U is .84; when q is 5, n is .85) in the case of scholarship. These four sets of values are shown in Table IV^ , in which, for instance Column II reads: If the observed coefficient of 92 is .63, then by applying the Spearman prophecy formula the coefficients, r^, r^, ri, etc., will be .720, .773, .810, etc., as p becomes 3, 4, 5. etc. By using the data of Column I , Table IV^ as abscissa and the data in the Columns II, III, IV, V as ordinates, four curves can be plotted, each of which will show the theoretical rise in self-correla- tion in the judgment of scholarship. The most probable curve will be the one plotted by combining the four altogether and fitting to the empirical .63, .73, .84, and .85. In Figs. I, 2, 3 and 4, the solid lines show the newly fitted theo- retical curves and the dotted lines the observed correlations. The values for these newly fitted theoretical curves are called "fitted theoretical values," as shown in Column VIII, Table IV. The advantage of these fitted theoretical values' is that they give the 100 .698 J^ __J!i .M ^sT sr- .Ml ssr- ;? ^ Sm y l ■" z u S •» — — OBSCRVCD SELF CORRCLATION VALUES FOR J-UOGHCNTS )N SCHOLARSHIP .10 D A ! < - { s 1 1 1 i. 1 3 I NUKSeR OF 7UDGCS CORRELATED WITH AN EQUAL NUHSCR OF JUDGES Fig. I . Curves Showing the Fitted Theoretical and Observed Self-correlation Values for Judgments in Scholarship. Jvdgment of Associates 21 coefficients from judgments of 2 in each half to 12 in each half, thus aiding us greatly in computing correlations corrected for attenuation . The data in Table IV and in Figs, i, 2, 3 and 4 show that the obtained values in Chinese agree best with the "fitted theoretical values" in it, while the obtained values in other three qualities do not agree so well with their corresponding fitted theoretical values. This would mean that the judgments agree best on the knowledge of Chinese, the reason being most probably that Chinese, the mother tongue, stands out as a prominent quality, in respect to which Chinese students come to know one another most readily and a competent judgment of which can be rendered in a most valid and reliable way. It may be contended that, as stated previously, there was in total a less number of judgments in knowledge of Chinese, showing that the quality was not so widely known to judges as others; but this does not change the fact that the judges were better able to rate knowledge of Chinese, so that when the quality is judged, it is judged in a more thorough manner. The obtained values in scholar- lee - DTTCO TMEORCTICAL SCUF CORRCUATION VALUES FOR TUOQMCNTS I N LEADERSHIP ^ 3 ♦ 5 6 NUMBER OrjUDSCS COIIRELATED WITH AN ESUAU NUHBCR Or JUDGES Fig. 2. Curves Showing the Fitted Theoretical and Observed Self-correlation Values for Judgments in Leadership. 22 Chinese Students in America ship stand second in conformity with the fitted theoretical values therein. This would seem to indicate that scholarship, as easily evidenced by school marks, degrees, and rewards, with which the students are fully acquainted, does not seem to be vague to them. The obtained and fitted theoretical values in English stand third in agreement. We are inclined to believe that they should agree even better, inasmuch as English is a daily spoken language for these students. It is to be noted, however, that the correlation coefficient of 5 with 5 judgments in the knowledge of English runs as high as .92; it is a clear indication that when there are 10 judg- ments in the knowledge of English the number is highly sufficient. The obtained and fitted theoretical values in leadership agree poorest, which, however, was not unexpected. We are all aware of the vagueness of the meaning of leadership and the lack of stand- ards to judge by. Still, however, there is a tendency of the obtained values to rise as the number of judgments increases. Taken as a whole, the reliability of judgments on these four quali- ties, as described above, has led to two conclusions: first, the relia- J SI .901 _^ .918 .920 r^ ^.^ A SS- ss— -^ ^ / .no / ■Hk u / VALUES or ELNGL — — - OBSCR rOR TUDGMENTS IN KNOWLEDQC I8H . VCD seur corrcuation valucs por T» IN KNOWLCOaC OF ENaUSH. 9 \ & 1 * 1 % NUMBER Of TUDQE3 CDRRCLATCD V/ITrt AN COUAU NUMBER Or TUOQCS Fig. 3. Curves Showing the Fitted Theoretical and Observed Self-correlation Value for Judgments in Knowledge of English. Judgment of Associates 23 bility is very high, and second, on the average, it has accorded with our general statistical principle that the increase in judgments is accompanied by a corresponding increase in correlation coefficients. That is, the judgments are both sufficiently valid and reliable to justify our reliance upon them. The validity and reliability having both been established, the next step is to compute the raw correlations among these four qualities. 4. RAW CORRELATIONS When we come to compute the raw correlations among these four qualities we are confronted with the fact that the judgments given to different people in each quality vary as much as from 3 to 12. An average of 3 judgments naturally cannot have as high a relia- bility as that of 5 judgments; and that of 7 judgments likewise cannot be compared with that of 9, etc. It would be statistically erroneous to include under one study judgments by varying num- bers of judges. It was found proper, consequently, to divide the M .M .SOL .917- -JSS. .931 431 P' -^ .69 sr" :i» .71 'rtio r7« c 3-1 hLUeS roR TUDQnENTa IN KNOWLEDQE OF iiNEse . OaSCRVCD SELF CORRCLATION VAUUCS FQR JDCrlCNTa IN KNOWLEDQE OF CHINCSC 1 Z 3 4 9 e 7 S 9 10 II IZ 13 M NUHBCI! or TUDGCS CORRELATED WITH AN COUAL NUMBER OP TUOSES Fig. 4. Curves Showing the Fitted Theoretical and Observed Self-correlation Values for Judgments in Knowledge of Chinese. 24 Chinese Students in America subjects, for purposes of correlation, into four large groups in each of the four qualities. They are (i) those judged by either 3 or 4 judges; (2) those judged by either 5 or 6 judges; (3) those judged by either 7 or 8 judges; and (4) those judged by 9, 10, 11 or 12 judges. All correlations were computed by Pearson's product-moment method. The coefficients are presented in Table V. TABLE V Showing the Raw Intercorrelations of Scholarship, Leadership, Knowledge of English and Knowledge of Chinese CORRELATION 3 OR 4 JUDGMENTS S OR 6 JUDGMENTS 7 OR 8 JUDGMENTS 9, ID. II OR 12 JUDGMENTS OF NO. OF CASES r NO. OF CASES r NO. OF CASES r NO. OF CASES r Scholarship with Leadership 232 .S78±.030 18S .S36±.036 130 .331 ±.053 62 .416 ±.073 Scholarship with Knowledge of 260 .533 ±.031 180 .609 ±.032 129 .So6±.044 59 .69s ±.047 Scholarship with Knowledge of Chinese 212 .334±.043 180 .4S3±.0.'9 128 .307 ±.054 58 .I39±.o88 Leadership with Knowledge of 242 .525 ±.041 197 .583 ±.033 129 .S26±.043 48 Leadership with Knowledge of Chinese 178 .229 ±.049 198 .347 ±.043 120 .ISO ±.060 SI .3II±.08S Knowledge of Eng- lish with Knowl- edge of Chinese.. 177 .027±.OSI 200 .014±.048 134 .078±.oS9 63 .0II±.08s A discussion of the significance of these coefificients, as shown in Table V, will be presented in Section 7 of this chapter. 5. CORRELATIONS CORRECTED FOR ATTENUATION All correlation coefificients in Table V, it should be noticed, are subject to errors due to paucity of measures. What we are con- cerned with in this study is what would be the true correlations among these four qualities, were it possible to secure all the possible competent judgments in each quality. In practice, such correla- Judgment of Associates 25 tions cannot be secured. Mathematically, however, we can com- pute such true relationships between these qualities by means of Spearman's formula for the correction of the correlation coefficients: Txy Another form of this formula is: Txy — x\ and xi are the two independent series of measures of quality A; y\ and 3^2 are the two independent series of measures of quality B . To illustrate the application of this formula to our problem, it is necessary to refer to Tables IV and V. Let us work out, for example, the true correlation between scholarship and leadership of those sub- jects uniformly judged by 3 or 4 judges. Then rx^x^ will be .775, the average of .750 and .799, as contained in Column VIII, Table IV.4 the fitted theoretical values for 3 and 4 judgments in scholarship; y»i», will be .741, the average of .714 and .768, as shown in Column VIII , Table IV5, the fitted theoretical values for 3 and 4 judgments in leadership. In this particular case, the values rz^y^ and f»j», were not obtained since they are by the nature of the case approximately the same and equal to the raw correlation rxy. We therefore write