IDEAS home Printed from https://ideas.repec.org/p/jmp/jm2015/psl76.html
   My bibliography  Save this paper

The Employment Effects of the Minimum Wage: A Selection Ratio Approach to Measuring Treatment Effects

Author

Listed:
  • David Pence Slichter

Abstract

This paper studies the employment effects of the minimum wage using a novel empirical strategy which can allow the researcher to identify treatment effects when more than one control group is available but each such control group is imperfect. Expanding on previous researchers who have compared regions which increase the minimum wage with nearby regions which do not change the minimum wage, I compare border counties in which the minimum wage increases to the set of neighboring counties, the set of neighbor-of-neighboring counties, etc. The key innovation is to model the ratio of the bias of these comparisons. The model I select uses the relative similarity of control groups to the treated group on observables as a guide to their relative similarity on unobservables. Crucially, models of this type have a testable implication when there are enough control groups. Using data from the United States, I find that recent minimum wage increases have produced modest or zero disemployment effects for teenagers.

Suggested Citation

  • David Pence Slichter, 2015. "The Employment Effects of the Minimum Wage: A Selection Ratio Approach to Measuring Treatment Effects," 2015 Papers psl76, Job Market Papers.
    • Handle: RePEc:jmp:jm2015:psl76
    as

    Download full text from publisher

    File URL: https://ideas.repec.org/jmp/2015/psl76.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Henry Hyatt & James Spletzer, 2013. "The recent decline in employment dynamics," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 2(1), pages 1-21, December.
    2. David Card, 1992. "Using Regional Variation in Wages to Measure the Effects of the Federal Minimum Wage," Working Papers 680, Princeton University, Department of Economics, Industrial Relations Section..
    3. Jonathan Meer & Jeremy West, 2016. "Effects of the Minimum Wage on Employment Dynamics," Journal of Human Resources, University of Wisconsin Press, vol. 51(2), pages 500-522.
    4. Currie, Janet & Thomas, Duncan, 1995. "Does Head Start Make a Difference?," American Economic Review, American Economic Association, vol. 85(3), pages 341-364, June.
    5. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    6. Arindrajit Dube & T. William Lester & Michael Reich, 2016. "Minimum Wage Shocks, Employment Flows, and Labor Market Frictions," Journal of Labor Economics, University of Chicago Press, vol. 34(3), pages 663-704.
    7. Alan I. Barreca & Jason M. Lindo & Glen R. Waddell, 2016. "Heaping-Induced Bias In Regression-Discontinuity Designs," Economic Inquiry, Western Economic Association International, vol. 54(1), pages 268-293, January.
    8. Sandra E. Black, 1999. "Do Better Schools Matter? Parental Valuation of Elementary Education," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 577-599.
    9. Laura Giuliano, 2013. "Minimum Wage Effects on Employment, Substitution, and the Teenage Labor Supply: Evidence from Personnel Data," Journal of Labor Economics, University of Chicago Press, vol. 31(1), pages 155-194.
    10. Marcus Hagedorn & Fatih Karahan & Iourii Manovskii & Kurt Mitman, 2013. "Unemployment Benefits and Unemployment in the Great Recession: The Role of Macro Effects," NBER Working Papers 19499, National Bureau of Economic Research, Inc.
    11. Card, David & Krueger, Alan B, 1994. "Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania," American Economic Review, American Economic Association, vol. 84(4), pages 772-793, September.
    12. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    13. Sylvia A. Allegretto & Arindrajit Dube & Michael Reich, 2011. "Do Minimum Wages Really Reduce Teen Employment? Accounting for Heterogeneity and Selectivity in State Panel Data," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 50(2), pages 205-240, April.
    14. Whitney K. Newey & Richard J. Smith, 2004. "Higher Order Properties of Gmm and Generalized Empirical Likelihood Estimators," Econometrica, Econometric Society, vol. 72(1), pages 219-255, January.
    15. Charles Brown & Curtis Gilroy & Andrew Kohen, 1982. "The Effect of the Minimum Wage on Employment and Unemployment: A Survey," NBER Working Papers 0846, National Bureau of Economic Research, Inc.
    16. David Neumark, 2019. "The Econometrics and Economics of the Employment Effects of Minimum Wages: Getting from Known Unknowns to Known Knowns," German Economic Review, Verein für Socialpolitik, vol. 20(3), pages 293-329, August.
    17. David Neumark & JM Salas & William Wascher, 2014. "More on recent evidence on the effects of minimum wages in the United States," IZA Journal of Labor Policy, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-26, December.
    18. David Card, 1992. "Do Minimum Wages Reduce Employment? A Case Study of California, 1987–89," ILR Review, Cornell University, ILR School, vol. 46(1), pages 38-54, October.
    19. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    20. Joshua Angrist & Miikka Rokkanen, 2012. "Wanna Get Away? RD Identification Away from the Cutoff," NBER Working Papers 18662, National Bureau of Economic Research, Inc.
    21. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    22. Addison, John T. & Blackburn, McKinley L. & Cotti, Chad D., 2009. "Do minimum wages raise employment? Evidence from the U.S. retail-trade sector," Labour Economics, Elsevier, vol. 16(4), pages 397-408, August.
    23. Isaac Sorkin, 2015. "Are There Long-Run Effects of the Minimum Wage?," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(2), pages 306-333, April.
    24. Sen, Anindya & Rybczynski, Kathleen & Van De Waal, Corey, 2011. "Teen employment, poverty, and the minimum wage: Evidence from Canada," Labour Economics, Elsevier, vol. 18(1), pages 36-47, January.
    25. David Neumark & William L. Wascher, 2008. "Minimum Wages," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262141027, December.
    26. Chamberlain, Gary, 1987. "Asymptotic efficiency in estimation with conditional moment restrictions," Journal of Econometrics, Elsevier, vol. 34(3), pages 305-334, March.
    27. Joseph J. Sabia & Richard V. Burkhauser & Benjamin Hansen, 2012. "Are the Effects of Minimum Wage Increases Always Small? New Evidence from a Case Study of New York State," ILR Review, Cornell University, ILR School, vol. 65(2), pages 350-376, April.
    28. David Neumark & J. M. Ian Salas & William Wascher, 2014. "Revisiting the Minimum Wage—Employment Debate: Throwing Out the Baby with the Bathwater?," ILR Review, Cornell University, ILR School, vol. 67(3_suppl), pages 608-648, May.
    29. Neumark, David & Wascher, William L., 2007. "Minimum Wages and Employment," Foundations and Trends(R) in Microeconomics, now publishers, vol. 3(1–2), pages 1-182, March.
    30. Monica Costa Dias & Hidehiko Ichimura & Gerard J. van den Berg, 2013. "Treatment Evaluation With Selective Participation and Ineligibles," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 108(502), pages 441-455, June.
    31. Otávio Bartalotti & Quentin Brummet & Steven Dieterle, 2021. "A Correction for Regression Discontinuity Designs With Group-Specific Mismeasurement of the Running Variable," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(3), pages 833-848, July.
    32. John T. Addison & McKinley L. Blackburn & Chad D. Cotti, 2012. "The Effect of Minimum Wages on Labour Market Outcomes: County-Level Estimates from the Restaurant-and-Bar Sector," British Journal of Industrial Relations, London School of Economics, vol. 50(3), pages 412-435, September.
    33. Stephanie Riegg Cellini & Fernando Ferreira & Jesse Rothstein, 2010. "The Value of School Facility Investments: Evidence from a Dynamic Regression Discontinuity Design," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 215-261.
    34. Anindya Sen & Hideki Ariizumi, 2013. "Teen families, welfare transfers, and the minimum wage: evidence from Canada," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 46(1), pages 338-360, February.
    35. Christopher Boone & Arindrajit Dube & Lucas Goodman & Ethan Kaplan, 2021. "Unemployment Insurance Generosity and Aggregate Employment," American Economic Journal: Economic Policy, American Economic Association, vol. 13(2), pages 58-99, May.
    36. Lee, David S. & Card, David, 2008. "Regression discontinuity inference with specification error," Journal of Econometrics, Elsevier, vol. 142(2), pages 655-674, February.
    37. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    38. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    39. Susan Athey & Guido W. Imbens, 2006. "Identification and Inference in Nonlinear Difference-in-Differences Models," Econometrica, Econometric Society, vol. 74(2), pages 431-497, March.
    40. Marcus Hagedorn & Fatih Karahan & Iourii Manovskii & Kurt Mitman, 2013. "Unemployment Benefits and Unemployment in the Great Recession: The Role of Equilibrium Effects," Staff Reports 646, Federal Reserve Bank of New York.
    41. Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
    42. David Card, 1992. "Using Regional Variation in Wages to Measure the Effects of the Federal Minimum Wage," ILR Review, Cornell University, ILR School, vol. 46(1), pages 22-37, October.
    43. Joshua D. Angrist & Miikka Rokkanen, 2015. "Wanna Get Away? Regression Discontinuity Estimation of Exam School Effects Away From the Cutoff," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(512), pages 1331-1344, December.
    44. Ropponen, Olli, 2010. "Minimum Wages and Employment: Replication of Card and Krueger (1994) Using the CIC Estimator," MPRA Paper 25181, University Library of Munich, Germany.
    45. Brown, Charles & Gilroy, Curtis & Kohen, Andrew, 1982. "The Effect of the Minimum Wage on Employment and Unemployment," Journal of Economic Literature, American Economic Association, vol. 20(2), pages 487-528, June.
    46. repec:fth:prinin:300 is not listed on IDEAS
    47. Shirley, Peter, 2018. "The response of commuting patterns to cross-border policy differentials: Evidence from the American Community Survey," Regional Science and Urban Economics, Elsevier, vol. 73(C), pages 1-16.
    48. Rebecca A. Maynard & Kenneth A. Couch & Coady Wing & Thomas D. Cook, 2013. "Strengthening The Regression Discontinuity Design Using Additional Design Elements: A Within‐Study Comparison," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 32(4), pages 853-877, September.
    49. Imbens, Guido W & Angrist, Joshua D, 1994. "Identification and Estimation of Local Average Treatment Effects," Econometrica, Econometric Society, vol. 62(2), pages 467-475, March.
    50. Jushan Bai, 2009. "Panel Data Models With Interactive Fixed Effects," Econometrica, Econometric Society, vol. 77(4), pages 1229-1279, July.
    51. Dale Belman & Paul J. Wolfson, 2014. "What Does the Minimum Wage Do?," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, number wdmwd, November.
    52. Yingying Dong & Arthur Lewbel, 2015. "Identifying the Effect of Changing the Policy Threshold in Regression Discontinuity Models," The Review of Economics and Statistics, MIT Press, vol. 97(5), pages 1081-1092, December.
    53. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    54. Joseph G. Altonji & Richard K. Mansfield, 2018. "Estimating Group Effects Using Averages of Observables to Control for Sorting on Unobservables: School and Neighborhood Effects," American Economic Review, American Economic Association, vol. 108(10), pages 2902-2946, October.
    55. C. Kirabo Jackson, 2010. "Do Students Benefit from Attending Better Schools? Evidence from Rule-based Student Assignments in Trinidad and Tobago," Economic Journal, Royal Economic Society, vol. 120(549), pages 1399-1429, December.
    56. Joseph G. Altonji & Richard K. Mansfield, 2014. "Group-Average Observables as Controls for Sorting on Unobservables When Estimating Group Treatment Effects: the Case of School and Neighborhood Effects," NBER Working Papers 20781, National Bureau of Economic Research, Inc.
    57. Yingying Dong, 2015. "Regression Discontinuity Applications with Rounding Errors in the Running Variable," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 30(3), pages 422-446, April.
    58. Jordan D. Matsudaira, 2014. "Monopsony in the Low-Wage Labor Market? Evidence from Minimum Nurse Staffing Regulations," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 92-102, March.
    59. Baker, Michael & Benjamin, Dwayne & Stanger, Shuchita, 1999. "The Highs and Lows of the Minimum Wage Effect: A Time-Series Cross-Section Study of the Canadian Law," Journal of Labor Economics, University of Chicago Press, vol. 17(2), pages 318-350, April.
    60. Lee, David S., 2008. "Randomized experiments from non-random selection in U.S. House elections," Journal of Econometrics, Elsevier, vol. 142(2), pages 675-697, February.
    61. Danilov, Dmitry & Magnus, J.R.Jan R., 2004. "On the harm that ignoring pretesting can cause," Journal of Econometrics, Elsevier, vol. 122(1), pages 27-46, September.
    62. Gorry, Aspen, 2013. "Minimum wages and youth unemployment," European Economic Review, Elsevier, vol. 64(C), pages 57-75.
    63. Arindrajit Dube & T. William Lester & Michael Reich, 2010. "Minimum Wage Effects Across State Borders: Estimates Using Contiguous Counties," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 945-964, November.
    64. Peter Brummund & Michael R. Strain, 2020. "Does Employment Respond Differently to Minimum Wage Increases in the Presence of Inflation Indexing?," Journal of Human Resources, University of Wisconsin Press, vol. 55(3), pages 999-1024.
    65. Joseph Sabia, 2009. "The Effects of Minimum Wage Increases on Retail Employment and Hours: New Evidence from Monthly CPS Data," Journal of Labor Research, Springer, vol. 30(1), pages 75-97, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Jales, Hugo & Yu, Zhengfei, 2020. "Labor market policies in a Roy-Rosen bargaining economy," CLEF Working Paper Series 29, Canadian Labour Economics Forum (CLEF), University of Waterloo.
    2. David Neumark, 2019. "The Econometrics and Economics of the Employment Effects of Minimum Wages: Getting from Known Unknowns to Known Knowns," German Economic Review, Verein für Socialpolitik, vol. 20(3), pages 293-329, August.
    3. Amanda Y. Agan & Michael D. Makowsky, 2018. "The Minimum Wage, EITC, and Criminal Recidivism," Working Papers 616, Princeton University, Department of Economics, Industrial Relations Section..
    4. Das, Tirthatanmoy & Polachek, Solomon, 2017. "Micro Foundations of Earnings Differences," IZA Discussion Papers 10922, Institute of Labor Economics (IZA).
    5. David Neumark, 2017. "The Employment Effects of Minimum Wages: Some Questions We Need to Answer," NBER Working Papers 23584, National Bureau of Economic Research, Inc.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. David Neumark & Peter Shirley, 2021. "Myth or Measurement: What Does the New Minimum Wage Research Say about Minimum Wages and Job Loss in the United States?," NBER Working Papers 28388, National Bureau of Economic Research, Inc.
    2. David Neumark, 2019. "The Econometrics and Economics of the Employment Effects of Minimum Wages: Getting from Known Unknowns to Known Knowns," German Economic Review, Verein für Socialpolitik, vol. 20(3), pages 293-329, August.
    3. David Neumark & Peter Shirley, 2022. "Myth or measurement: What does the new minimum wage research say about minimum wages and job loss in the United States?," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 61(4), pages 384-417, October.
    4. Peter Hull & Michal Kolesár & Christopher Walters, 2022. "Labor by design: contributions of David Card, Joshua Angrist, and Guido Imbens," Scandinavian Journal of Economics, Wiley Blackwell, vol. 124(3), pages 603-645, July.
    5. John Addison & McKinley Blackburn & Chad Cotti, 2015. "On the robustness of minimum wage effects: geographically-disparate trends and job growth equations," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-16, December.
    6. Kate Rybczynski & Anindya Sen, 2018. "Employment Effects Of The Minimum Wage: Panel Data Evidence From Canadian Provinces," Contemporary Economic Policy, Western Economic Association International, vol. 36(1), pages 116-135, January.
    7. Jonathan Meer & Jeremy West, 2016. "Effects of the Minimum Wage on Employment Dynamics," Journal of Human Resources, University of Wisconsin Press, vol. 51(2), pages 500-522.
    8. Ekaterina Jardim & Mark C. Long & Robert Plotnick & Emma van Inwegen & Jacob Vigdor & Hilary Wething, 2017. "Minimum Wage Increases, Wages, and Low-Wage Employment: Evidence from Seattle," NBER Working Papers 23532, National Bureau of Economic Research, Inc.
    9. John Addison & McKinley Blackburn & Chad Cotti, 2015. "On the robustness of minimum wage effects: geographically-disparate trends and job growth equations," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-16, December.
    10. Lordan, Grace & Neumark, David, 2018. "People versus machines: The impact of minimum wages on automatable jobs," Labour Economics, Elsevier, vol. 52(C), pages 40-53.
    11. Evan Totty, 2017. "The Effect Of Minimum Wages On Employment: A Factor Model Approach," Economic Inquiry, Western Economic Association International, vol. 55(4), pages 1712-1737, October.
    12. Marlies Piek & Dieter von Fintel, 2020. "Sectoral minimum wages in South Africa: Disemployment by firm size and trade exposure," Development Southern Africa, Taylor & Francis Journals, vol. 37(3), pages 462-482, May.
    13. Committee, Nobel Prize, 2021. "Answering causal questions using observational data," Nobel Prize in Economics documents 2021-2, Nobel Prize Committee.
    14. José Azar & Emiliano Huet-Vaughn & Ioana Marinescu & Bledi Taska & Till von Wachter, 2019. "Minimum Wage Employment Effects and Labor Market Concentration," NBER Working Papers 26101, National Bureau of Economic Research, Inc.
    15. David Neumark & J.M. Ian Salas & William Wascher, 2013. "Revisiting the Minimum Wage-Employment Debate: Throwing Out the Baby with the Bathwater?," NBER Working Papers 18681, National Bureau of Economic Research, Inc.
    16. Mario Bossler & Hans-Dieter Gerner, 2020. "Employment Effects of the New German Minimum Wage: Evidence from Establishment-Level Microdata," ILR Review, Cornell University, ILR School, vol. 73(5), pages 1070-1094, October.
    17. Huber, Martin, 2019. "An introduction to flexible methods for policy evaluation," FSES Working Papers 504, Faculty of Economics and Social Sciences, University of Freiburg/Fribourg Switzerland.
    18. Daniel Aaronson & Brian J Phelan, 2019. "Wage Shocks and the Technological Substitution of Low‐wage Jobs," The Economic Journal, Royal Economic Society, vol. 129(617), pages 1-34.
    19. David Neumark, 2017. "The Employment Effects of Minimum Wages: Some Questions We Need to Answer," NBER Working Papers 23584, National Bureau of Economic Research, Inc.
    20. Dolton, Peter & Bondibene, Chiara Rosazza & Stops, Michael, 2015. "Identifying the employment effect of invoking and changing the minimum wage: A spatial analysis of the UK," Labour Economics, Elsevier, vol. 37(C), pages 54-76.

    More about this item

    JEL classification:

    • J38 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Public Policy
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C29 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Other

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:jmp:jm2015:psl76. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: RePEc Team (email available below). General contact details of provider: https://ideas.repec.org/jmp.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.