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Longitudinal Research: The Theory, Design, and Analysis of Change

Journal of Management · 2009 · Vol. 36(1) · pp. 94–120
Robert E. PloyhartRobert J. Vandenberg

Abstract

The purpose of this article is to present cutting-edge research on issues relating to the theory, design, and analysis of change. Rather than a highly technical review, our goal is to provide management scholars with a relatively nontechnical single source useful for helping them develop and evaluate longitudinal research. Toward that end, we provide readers with “checklists” of issues to consider when theorizing and designing a longitudinal study. We also discuss the trade-offs among analytic strategies (repeated measures general linear model, random coefficient modeling, and latent growth modeling), circumstances in which such methods are most appropriate, and ways to analyze data when one is using each approach.

Evaluation and Performance AssessmentTechnology Adoption and User BehaviourConstruction Project Management and PerformanceLongitudinal dataComputer scienceManagement scienceLongitudinal studyEconometricsPsychologyMathematicsStatisticsEconomicsData mining
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References
SAS System for Mixed Models
Medical Entomology and Zoology · 1996 · 10,441 citations
Mixed-Effects Models in S and S-PLUS
Technometrics · 2001 · 9,355 citations
Statistical Analysis With Missing Data
Journal of the American Statistical Association · 1989 · 17,494 citations
Inference and missing data
Biometrika · 1976 · 9,558 citations
Hierarchical Linear Models: Applications and Data Analysis Methods
Journal of the American Statistical Association · 2003 · 13,911 citations
Negative self-efficacy and goal effects revisited.
Journal of Applied Psychology · 2003 · 2,730 citations
Design and Analysis: A Researcher's Handbook
Journal of Marketing Research · 1976 · 2,036 citations
Hierarchical Linear Models: Applications and Data Analysis Methods.
Contemporary Sociology A Journal of Reviews · 1993 · 18,858 citations
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