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Joint Analysis of Multiple Categorical Dependent Variables in Organizational Research
Peter Westfall
Texas Tech University
James J. Hoffman
Texas Tech University
Jun Xia
Montclair State University
A model for analyzing multiple categorical dependent variables is presented and developed for use in organizational research. A primary example occurs in the foreign market entry literature, in which choice of ownership (majority, equal, or minority) and function (acquisition or joint venture) are simultaneously endogenous; only separate univariate ownership-based and function-based choice models are considered in the literature. Another example is in the comparison of gender and race across organizational units, controlling for confounders such as experience and qualification. Subsuming univariate categorical dependent variables as a special case, the model unifies existing organizational research methods, mitigates bias associated with univariate methods, provides more powerful testing methods, and provides a flexible modeling framework that allows hypotheses to be modeled and tested that are not possible with univariate models. Standard software may be used for estimation and testing; examples are given.
Key Words: conditional logit entry mode gender discrimination multinomial logit odds ratio
References
- Agresti, A. (2002). Categorical data analysis. New York: John Wiley.
- Aguinis, H., Boik, R.J., & Pierce, C.A. (2001). A generalized solution for approximating the power to detect effects of categorical moderator variables using multiple regression. Organizational Research Methods, 4, 291-323.[Abstract]
- Allison, P.D. (1999). Logistic regression using the SAS® system: Theory and application. Cary, NC: SAS Institute Inc.
- Amemiya, T. (1981). Qualitative response models: A survey. Journal of Economic Literature, 19, 1483-1536.[Web of Science]
- Anand, J., & Delios, A. (1997). Location specificity and the transferability of downstream assets to foreign subsidiaries. Journal of International Business Studies, 28, 579-603.[CrossRef][Web of Science]
- Barkema, H.G., & Vermeulen, F. (1998). International expansion through start-up or acquisition: A learning perspective. Academy of Management Journal, 41, 7-26.[CrossRef][Web of Science]
- Bock, D., & Gibbons, R.D. (1996). High-dimensional multivariate probit analysis. Biometrics, 52, 1183—1194.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Bozdogan, H.M. (1987). Selection and Akaike's information criterion: The general theory and its analytical extensions. Psychometrika, 52, 345-370.[CrossRef][Web of Science]
- Cannella A.A., Jr., & Shen, W. (2001). So close and yet so far: Promotion versus exit for CEO heirs apparent. Academy of Management Journal, 44, 252-270.[CrossRef][Web of Science]
- Chen, G., & Astebro, T. (2003). How to deal with missing categorical data: Test of a simple Bayesian method. Organizational Research Methods, 6, 309-327.[Abstract]
- Erramilli, M.K. (1996). Nationality and subsidiary ownership patterns in multinational corporations. Journal of International Business Studies, 27, 225-248.[CrossRef][Web of Science]
- Estrella, A. (1998). A new measure of fit for equations with dichotomous dependent variables. Journal of Business and Economic Statistics, 16, 198—205.[CrossRef]
- Folta, T.B., & Ferrier, W.J. (2000). The effect of national culture on partner buyouts in cross-border biotechnology alliances. Journal of High Technology Management Research, 11, 175-198.
- Gibson, C., & Zellmer-Bruhn, M. (2001). Metaphors and meaning: An intercultural analysis of the concept of teamwork. Administrative Science Quarterly, 46, 274-303.[CrossRef][Web of Science]
- Giuliano, L., Levine, D.I., & Leonard, J. (2005). Race, gender, and hiring patterns: Evidence from a large service-sector employer. Unpublished manuscript.
- Gomes-Casseres, B. (1999). Firm ownership preferences and host government restrictions: An integrated approach. Journal of International Business Studies, 21, 1-22.
- Greve, H.R., & Taylor, A. (2000). Innovations as catalysts for organizational change: Shifts in organizational cognition and search. Administrative Science Quarterly, 45, 54-80.[Medline]
[Order article via Infotrieve]
- Hamada, M., & Wu, C.F.J. (1992). Analysis of designed experiments with complex aliasing. Journal of Quality Technology, 24, 130—137.[Web of Science]
- Hennart, J.-F. (1991). The transaction costs theory of joint ventures: An empirical study of Japanese subsidiaries in the United States. Management Science, 37, 483-497.[Web of Science]
- Hennart, J.-F., & Larimo, J. (1998). The impact of culture on the strategy of multinational enterprises: Does national origin affect ownership decisions? Journal of International Business Studies, 29, 515-538.[CrossRef][Web of Science]
- Holzer, H.J. (1998). Employer skill demands and labor market outcomes of Blacks and women. Industrial and Labor Relations Review, 52, 82-98.[CrossRef]
- Keister, L.A. (2004). Capital structure in transition: The transformation of financial strategies in China's emerging economy. Organization Science, 15, 145-158.[Abstract/Free Full Text]
- Kogut, B., & Singh, H. (1988). The effect of national culture on the choice of entry mode. Journal of International Business Studies, 19, 411-432.[CrossRef][Web of Science]
- Lehrer, E., & Stokes, H. (1985). Determinants of the female occupational distribution: A log-linear probability analysis. Review of Economics and Statistics, 67, 395-404.[CrossRef][Web of Science]
- Makino, S., & Neupert, K.E. (2000). National culture, transaction costs, and the choice between joint venture and wholly owned subsidiary. Journal of International Business Studies, 31, 705-714.[CrossRef][Web of Science]
- McFadden, D. (1974). Multinomial logit analysis of qualitative choice behavior. In P. Zarembka (Ed.), Frontiers in econometrics (pp. 105-142). New York: Academic Press.
- Nerlove, M., & Press, S. (1973). Univariate and multivariate log-linear and logistic models (Manuscript R-1306-EDA/NIA). Santa Monica, CA: RAND Corporation.
- O'Brien, S.M., & Dunson, D.B. (2004). Bayesian multivariate logistic regression. Biometrics, 60, 739-746.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Pan, Y. ( 1996). Influences on foreign equity ownership level in joint ventures in China. Journal of International Business Studies, 27, 1-25.[CrossRef][Web of Science]
- Pan, Y. ( 2001). Joint venture formation of very large multinational firms. Journal of International Business Studies, 31, 179-189.[CrossRef][Web of Science]
- Shaw, J. (2004). The development and analysis of a measure of group faultlines. Organizational Research Methods, 7, 66-100.[Abstract]
- Shenkar, O. (2001). Cultural distance revisited: Towards a more rigorous conceptualization and measurement of cultural differences. Journal of International Business Studies, 32, 519-535.[CrossRef][Web of Science]
- Skrondal, A., & Rabe-Hesketh, S. (2004). Generalized latent variable modeling: Multilevel, longitudinal, and structural equation models. Boca Raton, FL: Chapman & Hall/CRC.
- Stokes, H.H. (1997). Specifying and diagnostically testing econometric models (2nd ed). New York: Quorum Books.
- Talluri, K., & van Ryzin, G. (2004). Revenue management under a general discrete choice model of consumer behavior. Management Science, 50, 15-33.[CrossRef][Web of Science]
- Williams, L.J., Edwards, J.R., & Vandenberg, R.J. (2003). Recent advances in causal modeling methods for organizational and management research. Journal of Management, 29, 903-936.[Abstract]
- Zajac, E.J., & Westphal, J.D. (1996). Who shall succeed? How CEO/board preferences and power affect the choice of new CEOs. Academy of Management Journal, 39, 64-90.[CrossRef][Web of Science]
This version was published on October
1, 2007
Organizational Research Methods, Vol. 10, No. 4,
673-688 (2007)
DOI: 10.1177/1094428106287455

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