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A Survey Selection Correction using Nonrandom Followup with an Application to the Gender Entrepreneurship Gap

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  • Clint Harris
  • Jon Eckhardt
  • Brent Goldfarb

Abstract

Selection into samples undermines efforts to describe populations and to estimate relationships between variables. We develop a simple method for correcting for sample selection that explains differences in survey responses between early and late respondents with correlation between potential responses and preference for survey response. Our method relies on researchers observing the number of data collection attempts prior to each individual's survey response rather than covariates that affect response rates without affecting potential responses. Applying our method to a survey of entrepreneurial aspirations among undergraduates at University of Wisconsin-Madison, we find suggestive evidence that the entrepreneurial aspiration rate is larger among survey respondents than the population, as well as the male-female gender gap in the entrepreneurial aspiration rate, which we estimate as 21 percentage points in the sample and 19 percentage points in the population. Our results suggest that the male-female gap in entrepreneurial aspirations arises prior to direct exposure to the labor market.

Suggested Citation

  • Clint Harris & Jon Eckhardt & Brent Goldfarb, 2024. "A Survey Selection Correction using Nonrandom Followup with an Application to the Gender Entrepreneurship Gap," Papers 2404.17693, arXiv.org.
  • Handle: RePEc:arx:papers:2404.17693
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    1. Molina Millán, Teresa & Macours, Karen, 2017. "Attrition in Randomized Control Trials: Using Tracking Information to Correct Bias," IZA Discussion Papers 10711, Institute of Labor Economics (IZA).
    2. Van de Ven, Wynand P. M. M. & Van Praag, Bernard M. S., 1981. "The demand for deductibles in private health insurance : A probit model with sample selection," Journal of Econometrics, Elsevier, vol. 17(2), pages 229-252, November.
    3. David S. Lee, 2005. "Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects," NBER Working Papers 11721, National Bureau of Economic Research, Inc.
    4. John DiNardo & Jordan Matsudaira & Justin McCrary & Lisa Sanbonmatsu, 2021. "A Practical Proactive Proposal for Dealing with Attrition: Alternative Approaches and an Empirical Example," Journal of Labor Economics, University of Chicago Press, vol. 39(S2), pages 507-541.
    5. 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.
    6. Teresa Molina Millán & Karen Macours, 2017. "Attrition in randomized control trials: Using tracking information to correct bias," FEUNL Working Paper Series novaf:wp1702, Universidade Nova de Lisboa, Faculdade de Economia.
    7. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
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