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Viewpoint: Estimating the Causal Effects of Policies and Programs

Author

Listed:
  • Smith, Jeffrey A.

    (University of Wisconsin-Madison)

  • Sweetman, Arthur

    (McMaster University)

Abstract

Estimation, inference and interpretation of the causal effects of programs and policies have all advanced dramatically over the past 25 years. We highlight three particularly important intellectual trends: an improved appreciation of the substantive importance of heterogeneous responses and of their methodological implications, a stronger focus on internal validity brought about by the "credibility revolution," and the scientific value that follows from grounding estimation and interpretation in economic theory. We discuss a menu of commonly employed partial equilibrium approaches to the identification of causal effects, emphasizing that the researcher's central intellectual contribution always consists of making an explicit case for a specific causal interpretation given the relevant economic theory, the data, the institutional context and the economic question of interest. We also touch on the importance of general equilibrium effects and full cost-benefit analyses.

Suggested Citation

  • Smith, Jeffrey A. & Sweetman, Arthur, 2016. "Viewpoint: Estimating the Causal Effects of Policies and Programs," IZA Discussion Papers 10108, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp10108
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    Cited by:

    1. Holzer, Harry J., 2025. "Workforce Development in the US: Recent Trends and Evidence," IZA Discussion Papers 18061, Institute of Labor Economics (IZA).
    2. Marc F. Bellemare, 2018. "Contract farming: opportunity cost and trade†offs," Agricultural Economics, International Association of Agricultural Economists, vol. 49(3), pages 279-288, May.
    3. Zhang, Xue & Sweetman, Arthur, 2018. "Blended capitation and incentives: Fee codes inside and outside the capitated basket," Journal of Health Economics, Elsevier, vol. 60(C), pages 16-29.
    4. David Green & Gaelle Simard-Duplain & Arthur Sweetman & William Warburton, 2023. "A Scientific Approach to Addressing Social Issues Using Administrative Data," Canadian Public Policy, University of Toronto Press, vol. 49(4), pages 331-346, October.
    5. Wang, Chao & Sweetman, Arthur, 2020. "Delisting eye examinations from public health insurance: Empirical evidence from Canada regarding impacts on patients and providers," Health Policy, Elsevier, vol. 124(5), pages 540-548.

    More about this item

    Keywords

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    JEL classification:

    • C18 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Methodolical Issues: General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C26 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Instrumental Variables (IV) Estimation
    • C50 - Mathematical and Quantitative Methods - - Econometric Modeling - - - General
    • C90 - Mathematical and Quantitative Methods - - Design of Experiments - - - General

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