IDEAS home Printed from https://ideas.repec.org/a/spr/sankhb/v81y2019i1d10.1007_s13571-019-00190-1.html
   My bibliography  Save this article

Partial Distributional Policy Effects Under Endogeneity

Author

Listed:
  • Badi H. Baltagi

    (Syracuse University)

  • Pallab K. Ghosh

    (University of Oklahoma)

Abstract

Rothe (Econometrica 80, 2269–2301 2012) introduces a new class of parameters called ‘Partial Distributional Policy Effects’ (PPE) to estimate the impact on the marginal distribution of an outcome variable due to a change in the unconditional distribution of a single covariate. Since the strict exogeneity assumption of all covariates makes this approach less applicable in empirical research, we propose the identification of the PPEs for a continuous endogenous explanatory variable using the control variable approach developed by Imbens and Newey (Econometrica 77, 1481–1512 2009). We also apply this proposed control variable PPE approach to investigate how poverty and black-white racial wage gaps contribute to the steep increase in the incarceration rate of black men over the period 1980-2010. Our control variable PPE estimates suggest that although the fall in the racial wage gap does not explain the changes in the incarceration rate of black men, changes in the poverty rate contribute about one-third of the steep increase in the incarceration rate at the upper-tail of the distribution.

Suggested Citation

  • Badi H. Baltagi & Pallab K. Ghosh, 2019. "Partial Distributional Policy Effects Under Endogeneity," Sankhya B: The Indian Journal of Statistics, Springer;Indian Statistical Institute, vol. 81(1), pages 123-145, September.
  • Handle: RePEc:spr:sankhb:v:81:y:2019:i:1:d:10.1007_s13571-019-00190-1
    DOI: 10.1007/s13571-019-00190-1
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s13571-019-00190-1
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s13571-019-00190-1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Ludwig, Jens, 1998. "Concealed-gun-carrying laws and violent crime: evidence from state panel data," International Review of Law and Economics, Elsevier, vol. 18(3), pages 239-254, September.
    2. J. P. Florens & J. J. Heckman & C. Meghir & E. Vytlacil, 2008. "Identification of Treatment Effects Using Control Functions in Models With Continuous, Endogenous Treatment and Heterogeneous Effects," Econometrica, Econometric Society, vol. 76(5), pages 1191-1206, September.
    3. Victor Chernozhukov & Iván Fernández‐Val & Blaise Melly, 2013. "Inference on Counterfactual Distributions," Econometrica, Econometric Society, vol. 81(6), pages 2205-2268, November.
    4. Raphael, Steven & Winter-Ember, Rudolf, 2001. "Identifying the Effect of Unemployment on Crime," Journal of Law and Economics, University of Chicago Press, vol. 44(1), pages 259-283, April.
    5. Pedro Carneiro & James J. Heckman & Edward Vytlacil, 2010. "Evaluating Marginal Policy Changes and the Average Effect of Treatment for Individuals at the Margin," Econometrica, Econometric Society, vol. 78(1), pages 377-394, January.
    6. Guido W. Imbens & Whitney K. Newey, 2009. "Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity," Econometrica, Econometric Society, vol. 77(5), pages 1481-1512, September.
    7. Christoph Rothe, 2012. "Partial Distributional Policy Effects," Econometrica, Econometric Society, vol. 80(5), pages 2269-2301, September.
    8. Gary S. Becker, 1974. "Crime and Punishment: An Economic Approach," NBER Chapters, in: Essays in the Economics of Crime and Punishment, pages 1-54, National Bureau of Economic Research, Inc.
    9. Janet Currie & Jonathan Gruber, 1996. "Health Insurance Eligibility, Utilization of Medical Care, and Child Health," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(2), pages 431-466.
    10. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    11. Richard W. Blundell & James L. Powell, 2004. "Endogeneity in Semiparametric Binary Response Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 71(3), pages 655-679.
    12. Kerwin Kofi Charles & Ming Ching Luoh, 2010. "Male Incarceration, the Marriage Market, and Female Outcomes," The Review of Economics and Statistics, MIT Press, vol. 92(3), pages 614-627, August.
    13. David H. Autor & Mark G. Duggan, 2003. "The Rise in the Disability Rolls and the Decline in Unemployment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 157-206.
    14. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    15. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    16. Timothy J. Bartik, 1991. "Who Benefits from State and Local Economic Development Policies?," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, number wbsle.
    17. Denis Fougère & Francis Kramarz & Julien Pouget, 2009. "Youth Unemployment and Crime in France," Journal of the European Economic Association, MIT Press, vol. 7(5), pages 909-938, September.
    18. Steven D. Levitt & Sudhir Alladi Venkatesh, 2000. "An Economic Analysis of a Drug-Selling Gang's Finances," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(3), pages 755-789.
    19. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    20. Mark Duggan, 2001. "More Guns, More Crime," Journal of Political Economy, University of Chicago Press, vol. 109(5), pages 1086-1114, October.
    21. Eric D. Gould & Bruce A. Weinberg & David B. Mustard, 2002. "Crime Rates And Local Labor Market Opportunities In The United States: 1979-1997," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 45-61, February.
    22. 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.
    23. Raphael, Steven & WINTER-EBMER, RUDOLF, 1998. "Identifying the Effect of Unemployment on Crime," University of California at San Diego, Economics Working Paper Series qt5hb4h56g, Department of Economics, UC San Diego.
    24. Currie, Janet & Gruber, Jonathan, 1996. "Saving Babies: The Efficacy and Cost of Recent Changes in the Medicaid Eligibility of Pregnant Women," Journal of Political Economy, University of Chicago Press, vol. 104(6), pages 1263-1296, December.
    25. Jens Otto Ludwig, 1998. "Concealed-Gun-Carrying Laws and Violent Crime: Evidence from State Panel Data," JCPR Working Papers 31, Northwestern University/University of Chicago Joint Center for Poverty Research.
    26. Grogger, Jeff, 1998. "Market Wages and Youth Crime," Journal of Labor Economics, University of Chicago Press, vol. 16(4), pages 756-791, October.
    27. Matthew Freedman & Emily G. Owens, 2016. "Your Friends and Neighbors: Localized Economic Development and Criminal Activity," The Review of Economics and Statistics, MIT Press, vol. 98(2), pages 233-253, May.
    28. Kuziemko, Ilyana & Levitt, Steven D., 2004. "An empirical analysis of imprisoning drug offenders," Journal of Public Economics, Elsevier, vol. 88(9-10), pages 2043-2066, August.
    29. Rothe, Christoph, 2010. "Nonparametric estimation of distributional policy effects," Journal of Econometrics, Elsevier, vol. 155(1), pages 56-70, March.
    30. Bound, John & Holzer, Harry J, 2000. "Demand Shifts, Population Adjustments, and Labor Market Outcomes during the 1980s," Journal of Labor Economics, University of Chicago Press, vol. 18(1), pages 20-54, January.
    31. Jeff Grogger & Michael Willis, 2000. "The Emergence Of Crack Cocaine And The Rise In Urban Crime Rates," The Review of Economics and Statistics, MIT Press, vol. 82(4), pages 519-529, November.
    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. Arnab Bhattacharjee & Tapabrata Maiti, 2019. "P. C. Mahalanobis in the Context of Current Econometrics Research," Sankhya B: The Indian Journal of Statistics, Springer;Indian Statistical Institute, vol. 81(1), pages 1-11, September.

    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. Pallab K. Ghosh & Gary A. Hoover & Zexuan Liu, 2020. "Do State Minimum Wages Affect the Incarceration Rate?," Southern Economic Journal, John Wiley & Sons, vol. 86(3), pages 845-872, January.
    2. Victor Chernozhukov & Iván Fernández‐Val & Blaise Melly, 2013. "Inference on Counterfactual Distributions," Econometrica, Econometric Society, vol. 81(6), pages 2205-2268, November.
    3. Patrick Bennett & Amine Ouazad, 2020. "Job Displacement, Unemployment, and Crime: Evidence from Danish Microdata and Reforms [The Link between Human Capital, Mass Layoffs, and Firm Deaths]," Journal of the European Economic Association, European Economic Association, vol. 18(5), pages 2182-2220.
    4. Yang, Crystal S., 2017. "Local labor markets and criminal recidivism," Journal of Public Economics, Elsevier, vol. 147(C), pages 16-29.
    5. Ghosh, Pallab Kumar, 2014. "The contribution of human capital variables to changes in the wage distribution function," Labour Economics, Elsevier, vol. 28(C), pages 58-69.
    6. Sergio P. Firpo & Nicole M. Fortin & Thomas Lemieux, 2018. "Decomposing Wage Distributions Using Recentered Influence Function Regressions," Econometrics, MDPI, vol. 6(2), pages 1-40, May.
    7. Milo Bianchi & Paolo Buonanno & Paolo Pinotti, 2012. "Do Immigrants Cause Crime?," Journal of the European Economic Association, European Economic Association, vol. 10(6), pages 1318-1347, December.
    8. Jaewook Byeon & Iljoong Kim & Dongwon Lee, 2018. "Protest and property crime: political use of police resources and the deterrence of crime," Public Choice, Springer, vol. 175(1), pages 181-196, April.
    9. Eduardo Ferraz & Rodrigo Soares & Juan Vargas, 2022. "Unbundling the relationship between economic shocks and crime," Chapters, in: Paolo Buonanno & Paolo Vanin & Juan Vargas (ed.), A Modern Guide to the Economics of Crime, chapter 8, pages 184-204, Edward Elgar Publishing.
    10. Sonja C. Kassenboehmer & Mathias G. Sinning, 2014. "Distributional Changes in the Gender Wage Gap," ILR Review, Cornell University, ILR School, vol. 67(2), pages 335-361, April.
    11. Steven D. Levitt, 2004. "Understanding Why Crime Fell in the 1990s: Four Factors that Explain the Decline and Six that Do Not," Journal of Economic Perspectives, American Economic Association, vol. 18(1), pages 163-190, Winter.
    12. Montolio, Daniel, 2018. "The effects of local infrastructure investment on crime," Labour Economics, Elsevier, vol. 52(C), pages 210-230.
    13. Deiana, C, 2016. "Local Labour Market Effects of Unemployment on Crime Induced by Trade Shocks," Economics Discussion Papers 16529, University of Essex, Department of Economics.
    14. Pallab Ghosh & Jae Lee, 2016. "Decomposition of Changes in Korean Wage Inequality, 1998–2007," Journal of Labor Research, Springer, vol. 37(1), pages 1-28, March.
    15. Christoph Rothe, 2012. "Partial Distributional Policy Effects," Econometrica, Econometric Society, vol. 80(5), pages 2269-2301, September.
    16. Denis Fougère & Francis Kramarz & Julien Pouget, 2009. "Youth Unemployment and Crime in France," Journal of the European Economic Association, MIT Press, vol. 7(5), pages 909-938, September.
    17. Lastauskas, Povilas & Tatsi, Eirini, 2017. "Spatial Nexus in Crime and Unemployment in Times of Crisis," Working Paper Series 2/2017, Stockholm University, Swedish Institute for Social Research.
    18. Long, Iain W. & Polito, Vito, 2014. "Unemployment, Crime and Social Insurance," Cardiff Economics Working Papers E2014/9, Cardiff University, Cardiff Business School, Economics Section.
    19. Bindler, Anna, 2016. "Still unemployed, what next? Crime and unemployment duration," Working Papers in Economics 660, University of Gothenburg, Department of Economics.
    20. Scott Callahan & David M. Bruner & Chris Giguere, 2021. "Smoke and Fears: The Effects of Marijuana Prohibition on Crime," Working Papers 21-12, Department of Economics, Appalachian State University.

    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:spr:sankhb:v:81:y:2019:i:1:d:10.1007_s13571-019-00190-1. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.