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Instrumental Variable Estimation Based on Conditional Median Restriction


  • 研討會日期 : 2005-07-12
  • 時間 : 15:00
  • 主講人 : Prof. Shinichi Sakata
  • 地點 : B棟110室
  • 演講者簡介 : Prof. Shinichi Sakata 為Ph.D.,University of California,San Diego (1995)。 現為Assistant Professor of Economics,University of British Columbia。 其主要研究領域為Econometrics及Statistics。
  • 演講摘要 : We develop a method to estimate structural equations based on the conditional median restriction imposed on the error terms, named the L1 IV estimator. We study its asymptotic behavior and show how to estimate its asymptotic covariance matrix. We also discuss the point identification in the L1 IV estimation and propose an over-identifying restriction test. We further demonstrate the performance of the L1 IV estimator in comparison with the familiar two-stage least squares estimator. The proposed method is applied to estimate the labor supply and wage offer functions for working, married women.