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  • 标题:Selection trials: comparing approaches for correcting sample selection bias in evaluating the gender wage gap
  • 本地全文:下载
  • 作者:Geraint Johnes
  • 期刊名称:Economics Bulletin
  • 电子版ISSN:1545-2921
  • 出版年度:2019
  • 卷号:39
  • 期号:4
  • 页码:1-6
  • 出版社:Economics Bulletin
  • 摘要:Ordinary least squares (OLS) estimates of the impact of gender on earnings are potentially biased owing to nonrandomness in sample selection. In this note, OLS estimates are compared with the results of two methods that have been proposed to allow for these selection effects – first Heckman's method and secondly a novel approach based on quantile regression promulgated by D'Haultfoeuille et al. (2018). Estimates are provided for 18 countries over a recent three year period. Differences between the results obtained using the alternative methods are highlighted and explained, with lessons drawn for the application of these techniques in future exercises.
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