Abstract
We hypothesized that college major persistence would be predicted by first-year academic performance and an interest-major composite score that is derived from a student’s entering major and two work task scores. Using a large data set representing 25 four-year institutions and nearly 50,000 students, we randomly split the sample into an estimation sample and a validation sample. Using the estimation sample, we found major-specific coefficients corresponding to the two work task scores that optimized the prediction of major persistence. Then, we applied the estimated coefficients to the validation sample to form an interest-major composite score representing the likelihood of persisting in entering major. Using the validation sample, we then tested a theoretical model for major persistence that incorporated academic preparation, the interest-major composite score, and first-year academic performance. The results suggest that (1) interest-major fit and first-year academic performance work to independently predict whether a student will stay in their entering major and (2) the relative importance of two work task scores in predicting major persistence depends on the entering major. The results support Holland’s theory of person-environment fit and suggest that academic performance and interest-major fit are key constructs for understanding major persistence behavior.
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References
ACT. (1995). Technical manual: Revised unisex edition of the ACT interest inventory. Iowa City, IA: ACT, Inc.
ACT. (1997). ACT assessment: Technical manual. Iowa City, IA: ACT, Inc.
ACT. (2001). ACT’s World-of-Work map revised. Iowa City, IA: ACT, Inc.
Allen, J., Robbins, S., Casillas, A., & Oh, I. (2007). Effects of academic performance, motivation, and social connectedness on third-year college retention and transfer. Submitted.
Brown, S. P., Gore, P. A. (1994). An evaluation of interest congruence indices: Distribution characteristics and measurement properties. Journal of Vocational Behavior, 45, 310–327.
Classification of Instructional Programs. (2000). (NCES 2002–165) US Department of Education National Center for Education Statistics. Washington, DC: US Government Printing Office.
Dawis, R. L., & Lofquist, L. H. (1984). A psychological theory of work adjustment. Minneapolis, MN: University of Minnesota Press.
Donohue, R. (2006). Person-environment congruence in relation to career change and career persistence. Journal of Vocational Behavior, 68, 504–515.
Hackett, G., & Lent, R. W. (1992). Theoretical advances and current inquiry in career psychology. In S. D. Brown & R. W. Lent (Eds.), Handbook of counseling psychology (2nd Edn, pp. 419–451). New York: John Wiley.
Holland, J. L. (1997). Making vocational choices: A theory of vocational personalities and work environments. (3rd Edn). Odessa, FL: Psychological Assessment Resources.
Kristof-Brown, A. L., Zimmerman, R. D., & Johnson, E. C. (2005). Consequences of individuals’ fit at work: A meta-analysis of person-job, person-organization, person-group, and person-supervisor fit. Personnel Psychology, 58, 281–342
Kramer, G.L., Higley, H., & Olsen, D. (1994). Changes in academic major among undergraduate students. College & University, 69, 88–90.
Leuwerke, W. C., Robbins, S., Sawyer, R., & Hovland, M. (2004). Predicting engineering major status from mathematics achievement and interest congruence. Journal of Career Assessment, 12, 135–149.
Lounsbury, J. W., Saudargas, R. A., Gibson, L. W., & Leong, F. T. (2005). An investigation of broad and narrow personality traits in relation to general and domain-specific life satisfaction of college students. Research in Higher Education, 46, 707–729.
Menard, S. (2000). Coefficients of determination for multiple logistic regression analysis. The American Statistician, 54, 17–24.
Oleski, D., & Subich, L.M. (1996). Congruence and career change in employed adults. Journal of Vocational Behavior, 49, 221–229.
Olitsky, N., Robbins, S., & Neumann, G. (2007). Job congruence, academic achievement, and earnings. Iowa City IA: ACT, Inc. (Manuscript submitted for publication).
Pascarella, E. T., & Terenzini, P. T. (2005). How college affects students: A third decade of research. San Francisco, CA: Jossey-Bass.
Pike, G. R. (2006). Vocational preferences and college expectations: An extension of Holland’s principle of self-selection. Research in Higher Education, 47, 591–612.
Porter, S. R., & Umbach, P. D. (2006). College major choice: An analysis of person-environment fit. Research in Higher Education, 47, 429–449.
Prediger, D. J. (1982). Dimensions underlying Holland’s hexagon: Missing link between interests and occupations? Journal of Vocational Behavior, 21, 259–287.
Prediger, D. J., & Swaney, K. B. (2004). Work task dimensions underlying the World-of-Work: Research results for diverse vocational databases. Journal of Career Assessment, 12, 440–459.
Prediger, D. J., & Vansickle, T. R. (1992). Locating occupations on Holland’s hexagon: Beyond RIASEC. Journal of Vocational Behavior, 40, 111–128.
Raudenbush, S. W., & Bryk, A. S. (2002). Hierarchical linear models applications and data analysis methods. Thousand Oaks, CA: Sage Publications.
Robbins, S. B., Allen, J., Casillas, A., Peterson, C., & Le, H. (2006). Unraveling the differential effects of motivational and skills, social, and self-management measures from traditional predictors of college outcomes. Journal of Educational Psychology, 98, 598–616.
Rounds J. B., & Tracey T. J. (1993). Prediger’s dimensional representation of Holland’s RIASEC circumplex. Journal of Applied Psychology, 78, 875–890.
Slaney, R. (1984). Relations of career indecision to changes in expressed vocational interests. Journal of Counseling Psychology, 31, 349–355.
Smart, J. C., Feldman, K. A., & Ethington, C. A. (2000). Academic disciplines: Holland’s theory and the study of college students and faculty. Nashville, TN: Vanderbilt University Press.
Snyder, T. D., Tan, A. G., & Hoffman, C. M. (2004). Digtest of education statistics, (NCES 2005-025) US Department of Education, National Center for Education Statistics. Washington, DC: Government Printing Office.
Tinto, V. (1993). Leaving college: Rethinking the causes and cures of student attrition (2nd edn). Chicago: The University of Chicago Press.
Tokar, D. M., & Swenson, J. L. (1995). Evaluation of the correspondence between Holland’s vocational personality typology and the five-factor model of personality. Journal of Vocational Behavior, 46, 89–108.
Tracey, T. J. G., & Robbins, S. B. (2005). Stability of interests across ethnicity and gender: A longitudinal examination of grades 8 through 12. Journal of Vocational Behavior, 67, 335–364.
Tracey, T. J. G., & Robbins, S. B. (2006). The interest-major congruence and college success relation: A longitudinal study. Journal of Vocational Behavior, 69, 64–89.
Walsh, W. B., & Holland, J. L. (1992). A theory of personality types and work environments. In W. B. Walsh, K. H. Craik & R. H. Price (Eds.), Person-environment psychology: Models and perspectives (pp. 35–69). Hillsdale, NJ: Lawrence Erlbaum.
Wolfinger, R., & O’Connell, M. (1993). Generalized linear mixed models: A pseudo-likelihood approach. Journal of Statistical Computation and Simulation, 48, 233–243.
Acknowledgment
We thank Nancy Petersen, James Sconing, and Kyle Swaney of ACT, Inc. for their helpful reviews and technical guidance of this study.
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Allen, J., Robbins, S.B. Prediction of College Major Persistence Based on Vocational Interests, Academic Preparation, and First-Year Academic Performance. Res High Educ 49, 62–79 (2008). https://doi.org/10.1007/s11162-007-9064-5
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DOI: https://doi.org/10.1007/s11162-007-9064-5