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References for Disentangling policy effects into causal channels
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Further reading
- Imai, K., Keele, L., Yamamoto, T. "Identification, inference and sensitivity analysis for causal mediation effects" Statistical Science 25:1 (2010): 51–71.
- Pearl, J. "Direct and indirect effects" In: Breese, J., Koller, D. (eds). Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence. San Francisco: Morgan Kaufman, 2001.
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Key references
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Frölich, M., Huber, M. Direct and
Indirect Treatment Effects: Causal Chains and Mediation Analysis
with Instrumental Variables IZA Discussion
Paper No.8280, 2014. Key reference: [1]
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Huber, M. The Evaluation of
Causal Effects and Mechanisms in Empirical Economics, 2014. Key reference: [2]
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Huber, M., Lechner, M., Mellace, G. "Why do tougher
caseworkers increase employment? The role of programme
assignment as a causal mechanism" Review of
Economics and Statistics, Forthcoming. Key reference: [3]
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Baron, R. M., Kenny, D. A. "The
moderator–mediator variable distinction in social psychological
research: Conceptual, strategic, and statistical
considerations" Journal of
Personality and Social Psycholog y 51:6 (1986): 1173–1182. Key reference: [4]
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Robins, J. M., Greenland, S. "Identifiability
and exchangeability for direct and indirect effects" Epidemiology 3:2 (1992): 143–155. Key reference: [5]
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Hernandez-Diaz, S., Schisterman, E. F., Hernan, M. A. "The birth weight
‘paradox’ uncovered?" American Journal
of Epidemiolog y 164:11 (2006): 1115–1120. Key reference: [6]
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Huber, M. "Identifying causal
mechanisms (primarily) based on inverse probability
weighting" Journal of Applied
Econometrics 29:6 (2014): 920–943. Key reference: [7]
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Heckman, J., Pinto, R., Savelyev, P. "Understanding the
mechanisms through which an influential early childhood program
boosted adult outcomes" American Economic
Review 103:6 (2013): 2052–2086. Key reference: [8]
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Flores, C. A., Flores-Lagunes, A. Identification and
Estimation of Causal Mechanisms and Net Effects of a Treatment
under Unconfoundedness IZA Discussion
Paper No.4237, 2009. Key reference: [9]
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Huber, M. "Causal pitfalls in
the decomposition of wage gaps" Journal of
Business and Economic Statistics 33:2 (2015): 179–191. Key reference: [10]
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Tingley, D., Yamamoto, T., Hirose, K., Imai, K., Keele, L. "Mediation: R
package for causal mediation analysis" Journal of
Statistical Software 59:5 (2014): 1–38. Key reference: [11]
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Imai, K., Tingley, D., Yamamoto, T. "Experimental
designs for identifying causal mechanisms" Journal of the
Royal Statistical Society: Series A 176:1 (2013): 5–51. Key reference: [12]
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Keane, M. P., Wolpin, K. I. "The career
decisions of young men" Journal of
Political Economy 105:3 (1997): 473–522. Key reference: [13]
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Frölich, M., Huber, M. Direct and
Indirect Treatment Effects: Causal Chains and Mediation Analysis
with Instrumental Variables IZA Discussion
Paper No.8280, 2014.