Departmental Bulletin Paper <研究ノート>因果推論の理論と分析手法
Causal Inference in Theory and Practice

大久保, 将貴  ,  Okubo, Shoki  ,  オオクボ, ショウキ

37pp.35 - 49 , 2016-03-31 , 大阪大学大学院人間科学研究科 社会学・人間学・人類学研究室 , SOCIOLOGY, ANTHROPOLOGY, AND PHILOSOPHY Graduate School of Human Sciences OSAKA UNIVERSITY , オオサカ ダイガク ダイガクイン ニンゲン カガク ケンキュウカ シャカイガク ニンゲンガク ジンルイガク ケンキュウシツ
This paper introduces theory and practice of causal inference and discusses how to esti- mate causal effects. We fi rst discuss how randomized experiments allows us to assess causal effects and then turn to observational studies. We lay out the assumptions needed for causal inference and describe the leading analysis methods, including regression, instrumental vari- ables, regression discontinuity and differences-in-differences.

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