TABLE 7.

Regression Model coefficients for Values factors outcomes^a

Predictor variables	Values outcome variable
	Research and Writing			Memorization			Conceptual and Data Application			Nature of the Discipline
	B	SE	Semi-partial r2	B	SE	Semi-partial r2	B	SE	Semi-partial r2	B	SE	Semi-partial r2
Intercept	2.25***	0.11	–	1.57***	0.23	—	3.20***	0.27	–	2.43***	0.13	—
Experiences:
interactive	0.62***	0.07	0.12	0.53***	0.06	0.07	0.28***	0.05	0.06	0.46***	0.03	0.10
Procedural	−0.12	0.05	0.003	−0.07	0.06	0.001	0.12*	0.06	0.01	0.02	0.04	0
Research experience	0.22***	0.04	0.01	−0.02	0.07	0	0.07***	0.01	0.003	−0.003	0.03	0
Major:
other	−0.16	0.11	0.07	0.29*	0.14	0.02	0.13***	0.03	0.04	0.09***	0.01	0.01
Biochemistry	0.29***	0.08	—	−0.07	0.04	—	0.19***	0.01	—	0.19***	0.03	—
Chemistry	0.28***	0.03	—	−0.20	0.13	—	0.19***	0.03	—	0.17***	0.04	—
Computer science	−0.82***	0.12	—	−0.07	0.18	—	−0.29**	0.10	—	−0.11	0.06	—
Math	−0.54**	0.17	—	0.34***	0.06	—	0.12***	0.01	—	−0.10***	0.01	—
Physics	0.12	0.07	—	−0.16	0.18	—	0.12	0.06	—	−0.12***	0.03	—
Female	0.02***	0.004	0	0.05	0.06	0	0.03***	0.01	0.001	0.08***	0.01	0.003
Race/ethnicity:
Asian	0.09	0.08	0.004	0.30***	0.06	0.02	−0.03	0.05	0.02	0.07	0.17	0.003
Black	0.03	0.04	—	0.31***	0.06	—	−0.07	0.08		0.05	0.06	—
International	0.14**	0.05	—	0.26**	0.09	—	−0.26***	0.06		−0.10	0.06	—
Latino	−0.09	0.07	—	0.19	0.17	—	−0.18***	0.01		0.004	0.03	—
Multiracial	−0.001		—	0.12*	0.05	—	−0.06	0.05		0.02	0.14	—
Other	−0.13	0.21	—	0.20**	0.06	—	−0.20	0.12		−0.03	0.09	—
University:
University 2	−0.09	0.06	0.01	0.34***	0.04	0.01	−0.11***	0.02	0.01	−0.21***	0.02	0.01
University 3	0.16***	0.02	—	0.16***	0.02	—	−0.10***	0.01	—	−0.01	0.04	—
Adjusted R2	0.45	—	—	0.15	—	—	0.21	—	—	0.21	—	—

^a For all models, n = 1,126 (includes Universities 1–3 and complete data sets only). Standard errors are heteroskedasticity-consistent standard errors. Biology was the reference category for major. University 1 was the reference category for university. White is the reference category for race; the “other” race category includes those with unknown backgrounds and American Indian and Pacific Islanders (due to low counts). For major, university, and race/ethnicity, semi-partial r² is computed for the set of all categories as a whole and listed under the first category only.

*p < 0.05.

**p < 0.01.

***p < 0.01.