Educational and Personal Growth
These 15 items are at the top of page 3 on The College Student Report and have an alpha coefficient of .90 (Table 1). The intercorrelations for these items range from .22 to .65. The lowest intercorrelations are between voting in elections and analyzing quantitative problems (.22), acquiring job or work-related knowledge and skills (.22), and computer and technology skills (.23). Four correlations were at .57 or higher: between writing and speaking (.66), and between developing a personal code of values and ethics and understanding yourself (.61), understanding people of other racial and ethnic backgrounds (.51), and contributing to the welfare of your community (.59).

Principal components analysis yielded three factors (Table 2). The first is labeled "personal and social development" and it is made up of seven items that represent outcomes that characterize interpersonally effective, ethically grounded, socially responsible, and civic minded individuals. The second factor has only three items and is labeled "practical competence" to reflect the skill areas needed to be economically independent in today's post-college job market. The final factor labeled "general education" is composed of four items that are earmarks of a well-educated person. Taken together, the three factors account for about 57.3% of the total variance.

Skewness and kurtosis estimates indicate a fairly normal distribution of responses. All skewness statistics are between –1.00 and +1.00 and only two items, understanding people of other racial and ethnic backgrounds and developing a personal code of values and ethics are slightly platykurtic (more responses at the ends and fewer in the middle creating a flatter distribution).
In an attempt to obtain concurrent validity data we obtained, with students' permission, the end-of-semester gpa and cumulative gpa for 349 undergraduates at a large research university who completed NSSE 2000 College Student Report. The self-reported gains items most likely to be a function of primarily academic performance are those represented by the general education factor. Using these four items as the dependent variable, the partial correlations for semester gpa and cumulative gpa were .16 and .13. respectively. Both are statistically significant (p<.01).

Other evidence of validity of the Educational and Personal Growth items can be found from examining the scores of first-year and senior students, and students in different majors. Seniors typically report greater overall gains than first-year students, though on a few personal and social development items (self-understanding, being honest and truthful) older students sometimes reported less growth compared with traditional-age seniors on these individual items. The patterns of scores reported by students vary across majors and length of study in the same manner as has been determined through direct achievement testing. For example, science and mathematics majors report greater gains in quantitative analysis compared with other majors. Also, students in applied majors report greater gains in vocational competence compared with their counterparts majoring in history, literature, and the performing arts. As part of the ongoing NSSE project research program we are seeking additional evidence of concurrent validity of these items.