Decomposition Analysis for a Binary Choice Model

Arbeitspapier

This paper introduces a new and simple decomposition method for a binary choice model that is equivalent to the Blinder-Oaxaca decomposition analysis for wage differentials. The decomposition method is first developed for a single probit model and later generalized to a simultaneous equations model. Using Taylor expansion, we approximate the differences in the probabilities of choosing option 1 over option 0 between two groups in order to find the effects of the differences in ?each? individual characteristic and the differences in ?each? coefficient. We implement this decomposition analysis studying the racial gap in female labor market participation rates. The racial gap of participation rates among women can be almost exclusively explained by the differences in the coefficients.

Angaben zum Objekt

• Sprache: Englisch

Verweise und Beziehungen

• Erschienen in: Series: IZA Discussion Papers ; No. 145

Klassifikation und Themen

• Klassifikation: Wirtschaft ; Labor Force and Employment, Size, and Structure ; Single Equation Models; Single Variables: Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities ; Multiple or Simultaneous Equation Models: Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
• Thema: Decomposition analysis ; binary choice ; probit ; selection bias ; maximum likelihood estimation ; labor market participation ; Probit-Modell ; Dekompositionsverfahren ; Theorie ; Frauenerwerbstätigkeit ; Ethnische Diskriminierung ; Schätzung ; USA

Beteiligte, Orts- und Zeitangaben

• Ereignis: Geistige Schöpfung
• (wer): Yun, Myeong-Su
• Ereignis: Veröffentlichung
• (wer): Institute for the Study of Labor (IZA)
• (wo): Bonn
• (wann): 2000

Weitere Informationen

• Handle: http://hdl.handle.net/10419/20984
• Letzte Aktualisierung: 10.03.2025, 11:44 MEZ