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Identification and Estimation of Intensive Margin Effects by Difference-in-Difference Methods

Author

Listed:
  • Hersche Markus

    (Chair of Integrative Risk Management and Economics, ETH Zurich)

  • Moor Elias

    (Chair of Integrative Risk Management and Economics, ETH Zurich)

Abstract

This paper discusses identification and estimation of causal intensive margin effects. The causal intensive margin effect is defined as the treatment effect on the outcome of individuals with a positive outcome irrespective of whether they are treated or not, and is of interest for outcomes with corner solutions. The main issue is to deal with a potential selection problem that arises when conditioning on positive outcomes. We propose using difference-in-difference methods - conditional on positive outcomes - to estimate causal intensive margin effects. We derive sufficient conditions under which the difference-in-difference estimator identifies the causal intensive margin effect. We apply the methodology to estimate the causal intensive margin effect of reaching the full retirement age on working hours.

Suggested Citation

  • Hersche Markus & Moor Elias, 2020. "Identification and Estimation of Intensive Margin Effects by Difference-in-Difference Methods," Journal of Causal Inference, De Gruyter, vol. 8(1), pages 272-285, January.
    • Handle: RePEc:bpj:causin:v:8:y:2020:i:1:p:272-285:n:2
    DOI: 10.1515/jci-2019-0035
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    References listed on IDEAS

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    1. Elena Stancanelli, 2017. "Couples’ Retirement under Individual Pension Design: a Regression Discontinuity Study for France," Post-Print hal-01630922, HAL.
    2. Lee, Myoung-jae, 2012. "Treatment effects in sample selection models and their nonparametric estimation," Journal of Econometrics, Elsevier, vol. 167(2), pages 317-329.
    3. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    4. Eva Deuchert & Martin Huber & Mark Schelker, 2019. "Direct and Indirect Effects Based on Difference-in-Differences With an Application to Political Preferences Following the Vietnam Draft Lottery," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(4), pages 710-720, October.
    5. Cragg, John G, 1971. "Some Statistical Models for Limited Dependent Variables with Application to the Demand for Durable Goods," Econometrica, Econometric Society, vol. 39(5), pages 829-844, September.
    6. McDonald, John F & Moffitt, Robert A, 1980. "The Uses of Tobit Analysis," The Review of Economics and Statistics, MIT Press, vol. 62(2), pages 318-321, May.
    7. Stancanelli, Elena, 2017. "Couples’ retirement under individual pension design: A regression discontinuity study for France," Labour Economics, Elsevier, vol. 49(C), pages 14-26.
    8. Duan, Naihua, et al, 1983. "A Comparison of Alternative Models for the Demand for Medical Care," Journal of Business & Economic Statistics, American Statistical Association, vol. 1(2), pages 115-126, April.
    9. Kevin E. Staub, 2014. "A Causal Interpretation of Extensive and Intensive Margin Effects in Generalized Tobit Models," The Review of Economics and Statistics, MIT Press, vol. 96(2), pages 371-375, May.
    10. Jonathan Cribb & Carl Emmerson & Gemma Tetlow, 2013. "Incentives, shocks or signals: labour supply effects of increasing the female state pension age in the UK," IFS Working Papers W13/03, Institute for Fiscal Studies.
    11. Elena Stancanelli, 2017. "Couples’ Retirement under Individual Pension Design: a Regression Discontinuity Study for France," PSE-Ecole d'économie de Paris (Postprint) hal-01630922, HAL.
    12. Myoung-jae Lee, 2017. "Extensive and intensive margin effects in sample selection models: racial effects on wages," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 180(3), pages 817-839, June.
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