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Journal of Educational and Behavioral Statistics
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Articles

Simultaneous Estimation of Regression Functions for Marine Corps Technical Training Specialties

Stephen B. Dunbar

The University of Iowa

Shin-Ichi Mayekawa

National Center for University Entrance Examinations

Melvin R. Novick

The University of Iowa

This paper considers the application of Bayesian techniques for simultaneous estimation to the specification of regression weights for selection tests used in various technical training courses in the Marine Corps. Results of a method for m-group regression developed by Molenaar and Lewis (1979) suggest that common weights for training courses belonging to certain general categories are justified in many cases. However, such commonality of regression weights does not appear to hold for all courses in these categories—weights for some training courses remain distinct even after the application of the simultaneous estimation procedure. Thus, a hypothesis of complete generalization of the predictor-criterion relationships across training courses in a given category would only be retained for a carefully selected subset of courses and not for all groups included in the analysis.

Key Words: Simultaneous estimation • m-group regression • personnel selection

Journal of Educational and Behavioral Statistics, Vol. 11, No. 4, 275-292 (1986)
DOI: 10.3102/10769986011004275


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