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Identifying Individual and Group Effects in the Presence of Sorting: A Neighborhood Effects Application

  • Patrick J. Bayer
  • Stephen L. Ross

Researchers have long recognized that the non-random sorting of individuals into groups generates correlation between individual and group attributes that is likely to bias naïve estimates of both individual and group effects. This paper proposes a non-parametric strategy for identifying these effects in a model that allows for both individual and group unobservables, applying this strategy to the estimation of neighborhood effects on labor market outcomes. The first part of this strategy is guided by a robust feature of the equilibrium in vertical sorting models - a monotonic relationship between neighborhood housing prices and neighborhood quality. This implies that under certain conditions a non-parametric function of neighborhood housing prices serves as a suitable control function for the neighborhood unobservable in the labor market outcome regression. This control function transforms the problem to a model with one unobservable so that traditional instrumental variables solutions may be applied. In our application, we instrument for each individual’s observed neighborhood attributes with the average neighborhood attributes of a set of observationally identical individuals. The neighborhood effects model is estimated using confidential microdata from the 1990 Decennial Census for the Boston MSA. The results imply that the direct effects of geographic proximity to jobs, neighborhood poverty rates, and average neighborhood education are substantially larger than the conditional correlations identified using OLS, although the net effect of neighborhood quality on labor market outcomes remains small. These findings are robust across a wide variety of specifications and robustness checks.

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Paper provided by Duke University, Department of Economics in its series Working Papers with number 10-50.

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Length: 53
Date of creation: 2010
Date of revision:
Handle: RePEc:duk:dukeec:10-50
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  1. Mark Grinblatt & Matti Keloharju & Seppo Ikaheimo, 2004. "Interpersonal Effects in Consumption: Evidence from the Automobile Purchases of Neighbors," Yale School of Management Working Papers amz2474, Yale School of Management, revised 31 Dec 1969.
  2. William A. Brock & Steven N. Durlauf, 2001. "Discrete Choice with Social Interactions," Review of Economic Studies, Oxford University Press, vol. 68(2), pages 235-260.
  3. Yannis M. Ioannides & Linda Datcher Loury, 2002. "Job Information Networks, Neighborhood Effects and Inequality," Discussion Papers Series, Department of Economics, Tufts University 0217, Department of Economics, Tufts University.
  4. Lawrence F. Katz & Jeffrey R. Kling & Jeffrey B. Liebman, 2001. "Moving to Opportunity in Boston: Early Results of a Randomized Mobility Experiment," The Quarterly Journal of Economics, Oxford University Press, vol. 116(2), pages 607-654.
  5. Katherine M. O'Regan and John M. Quigley., 1995. "Teenage Employment and the Spatial Isolation of Minority and Poverty Households," Economics Working Papers 95-239, University of California at Berkeley.
  6. Ferreira, Fernando, 2010. "You can take it with you: Proposition 13 tax benefits, residential mobility, and willingness to pay for housing amenities," Journal of Public Economics, Elsevier, vol. 94(9-10), pages 661-673, October.
  7. John Geweke & Gautam Gowrisankaran & Robert J. Town, 2003. "Bayesian Inference for Hospital Quality in a Selection Model," Econometrica, Econometric Society, vol. 71(4), pages 1215-1238, 07.
  8. Ioannides, Yannis M. & Zabel, Jeffrey E., 2008. "Interactions, neighborhood selection and housing demand," Journal of Urban Economics, Elsevier, vol. 63(1), pages 229-252, January.
  9. Raquel Fernandez & Richard Rogerson, 1996. "Income Distribution, Communities, and the Quality of Public Education," The Quarterly Journal of Economics, Oxford University Press, vol. 111(1), pages 135-164.
  10. Holger Sieg & V. Kerry Smith & H. Spencer Banzhaf & Randy Walsh, 2004. "Estimating The General Equilibrium Benefits Of Large Changes In Spatially Delineated Public Goods," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 45(4), pages 1047-1077, November.
  11. Roland Benabou, 1991. "Workings of a City: Location, Education, and Production," NBER Technical Working Papers 0113, National Bureau of Economic Research, Inc.
  12. Holzer, Harry J, 1987. "Informal Job Search and Black Youth Unemployment," American Economic Review, American Economic Association, vol. 77(3), pages 446-52, June.
  13. Patrick Bajari & Matthew E. Kahn, 2005. "Estimating Housing Demand With an Application to Explaining Racial Segregation in Cities," Journal of Business & Economic Statistics, American Statistical Association, vol. 23, pages 20-33, January.
  14. repec:pri:cheawb:kling_mto481.pdf is not listed on IDEAS
  15. Bayer, Patrick & Ross, Stephen L., 2005. "Place of Work and Place of Residence: Informal Hiring Networks and Labor Market Outcomes," Working Papers 8, Yale University, Department of Economics.
  16. Eric French, 2004. "The Effects of Health, Wealth and Wages on Labor Supply and Retirement Behavior," 2004 Meeting Papers 96, Society for Economic Dynamics.
  17. Epple, Dennis & Romano, Richard E, 1998. "Competition between Private and Public Schools, Vouchers, and Peer-Group Effects," American Economic Review, American Economic Association, vol. 88(1), pages 33-62, March.
  18. Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January.
  19. Patrick Bayer & Christopher Timmins, 2003. "Estimating Equilibrium Models of Sorting across Locations," Working Papers 862, Economic Growth Center, Yale University.
  20. Blau, David M & Robins, Philip K, 1990. "Job Search Outcomes for the Employed and Unemployed," Journal of Political Economy, University of Chicago Press, vol. 98(3), pages 637-55, June.
  21. Bayer, Patrick & Timmins, Christopher, 2005. "On the equilibrium properties of locational sorting models," Journal of Urban Economics, Elsevier, vol. 57(3), pages 462-477, May.
  22. Wahba, Jackline & Zenou, Yves, 2003. "Density, Social Networks and Job Search Methods: Theory and Application to Egypt," CEPR Discussion Papers 3967, C.E.P.R. Discussion Papers.
  23. Jeffrey R. Kling & Jens Ludwig & Lawrence F. Katz, 2004. "Neighborhood Effects on Crime for Female and Male Youth: Evidence from a Randomized Housing Voucher Experiment," NBER Working Papers 10777, National Bureau of Economic Research, Inc.
  24. repec:pri:cheawb:j_kling_2005 is not listed on IDEAS
  25. Jeffrey R. Kling & Jeffrey B. Liebman & Lawrence F. Katz & Lisa Sanbonmatsu, 2004. "Moving to Opportuntiy and Tranquility: Neighborhood Effects on Adult Economic Self-sufficiency and Health from a Randomized Housing Voucher Experiment," Working Papers 247, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Health and Wellbeing..
  26. James P. Smith, 2003. "Consequences and predictors of new health events," IFS Working Papers W03/22, Institute for Fiscal Studies.
  27. Gordon B. Dahl, 2002. "Mobility and the Return to Education: Testing a Roy Model with Multiple Markets," Econometrica, Econometric Society, vol. 70(6), pages 2367-2420, November.
  28. repec:pri:indrel:dsp01qz20ss50t is not listed on IDEAS
  29. Keith Ihlanfeldt, 1992. "Job Accessibility and the Employment and School Enrollment of Teenagers," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, number jaes, January.
  30. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," Review of Economic Studies, Oxford University Press, vol. 60(3), pages 531-542.
  31. Epple, Dennis & Platt, Glenn J., 1998. "Equilibrium and Local Redistribution in an Urban Economy when Households Differ in both Preferences and Incomes," Journal of Urban Economics, Elsevier, vol. 43(1), pages 23-51, January.
  32. Case, A.C. & Katz, L.F., 1991. "The Company You Keep: The Effects Of Family And Neighborhood On Disadvantaged Younths," Harvard Institute of Economic Research Working Papers 1555, Harvard - Institute of Economic Research.
  33. Patrick Bajari & C. Lanier Benkard, 2005. "Demand Estimation with Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach," Journal of Political Economy, University of Chicago Press, vol. 113(6), pages 1239-1276, December.
  34. Holzer, Harry J, 1988. "Search Method Use by Unemployed Youth," Journal of Labor Economics, University of Chicago Press, vol. 6(1), pages 1-20, January.
  35. Yannis M. Ioannides & Jeffrey E. Zabel, 2003. "Neighbourhood effects and housing demand," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(5), pages 563-584.
  36. Epple, Dennis & Filimon, Radu & Romer, Thomas, 1984. "Equilibrium among local jurisdictions: toward an integrated treatment of voting and residential choice," Journal of Public Economics, Elsevier, vol. 24(3), pages 281-308, August.
  37. Benabou, R., 1992. "Heterogeneity, Stratification, and Growth," Working papers 93-4, Massachusetts Institute of Technology (MIT), Department of Economics.
  38. Epple, Dennis & Filimon, Radu & Romer, Thomas, 1993. "Existence of voting and housing equilibrium in a system of communities with property taxes," Regional Science and Urban Economics, Elsevier, vol. 23(5), pages 585-610, November.
  39. Marianne Bertrand & Erzo F.P. Luttmer & Sendhil Mullainathan, 1998. "Network Effects and Welfare Cultures," NBER Working Papers 6832, National Bureau of Economic Research, Inc.
  40. Aizer, Anna & Currie, Janet, 2004. "Networks or neighborhoods? Correlations in the use of publicly-funded maternity care in California," Journal of Public Economics, Elsevier, vol. 88(12), pages 2573-2585, December.
  41. Ivar Ekeland & James J. Heckman & Lars P. Nesheim, 2003. "Identification and Estimation of Hedonic Models," NBER Working Papers 9910, National Bureau of Economic Research, Inc.
  42. Anne Case & Darren Lubotsky & Christina Paxson, 2001. "Economic Status and Health in Childhood: The Origins of the Gradient," NBER Working Papers 8344, National Bureau of Economic Research, Inc.
  43. Brock,W.A. & Durlauf,S.N., 2004. "Identification of binary choice models with social interactions," Working papers 2, Wisconsin Madison - Social Systems.
  44. John F. Kain, 1968. "Housing Segregation, Negro Employment, and Metropolitan Decentralization," The Quarterly Journal of Economics, Oxford University Press, vol. 82(2), pages 175-197.
  45. Dennis Epple & Holger Sieg, 1999. "Estimating Equilibrium Models of Local Jurisdictions," Journal of Political Economy, University of Chicago Press, vol. 107(4), pages 645-681, August.
  46. Addison, John T. & Portugal, Pedro, 2001. "Job Search Methods and Outcomes," IZA Discussion Papers 349, Institute for the Study of Labor (IZA).
  47. Bruce Sacerdote, 2000. "Peer Effects with Random Assignment: Results for Dartmouth Roommates," NBER Working Papers 7469, National Bureau of Economic Research, Inc.
  48. Jeffrey R Kling & Jeffrey B Liebman & Lawrence F Katz, 2007. "Experimental Analysis of Neighborhood Effects," Econometrica, Econometric Society, vol. 75(1), pages 83-119, 01.
  49. David Card & Jesse Rothstein, 2006. "Racial Segregation and the Black-White Test Score Gap," Working Papers 12a, Princeton University, Woodrow Wilson School of Public and International Affairs, Education Research Section..
  50. David Card & Jesse Rothstein, 2005. "Racial Segregation and the Black-White Test Score Gap," Working Papers 879, Princeton University, Department of Economics, Industrial Relations Section..
  51. David M. Cutler & Edward L. Glaeser, 1997. "Are Ghettos Good or Bad?," The Quarterly Journal of Economics, Oxford University Press, vol. 112(3), pages 827-872.
  52. repec:pri:cepsud:109rothstein is not listed on IDEAS
  53. Sieg, Holger & Smith, V. Kerry & Banzhaf, H. Spencer & Walsh, Randy, 2002. "Interjurisdictional housing prices in locational equilibrium," Journal of Urban Economics, Elsevier, vol. 52(1), pages 131-153, July.
  54. Weinberg, Bruce A., 2004. "Testing the spatial mismatch hypothesis using inter-city variations in industrial composition," Regional Science and Urban Economics, Elsevier, vol. 34(5), pages 505-532, September.
  55. Walsh, Randy, 2007. "Endogenous open space amenities in a locational equilibrium," Journal of Urban Economics, Elsevier, vol. 61(2), pages 319-344, March.
  56. Nechyba, Thomas J, 1999. " School Finance Induced Migration and Stratification Patterns: The Impact of Private School Vouchers," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 1(1), pages 5-50.
  57. Zax, Jeffrey S. & Kain, John F., 1991. "Commutes, quits, and moves," Journal of Urban Economics, Elsevier, vol. 29(2), pages 153-165, March.
  58. Susan L. Ettner & Richard G. Frank & Ronald C. Kessler, 1997. "The Impact of psychiatric disorders on labor market outcomes," Industrial and Labor Relations Review, ILR Review, Cornell University, ILR School, vol. 51(1), pages 64-81, October.
  59. Ludwig, Jens & Duncan, Greg J. & Pinkston, Joshua C., 2005. "Housing mobility programs and economic self-sufficiency: Evidence from a randomized experiment," Journal of Public Economics, Elsevier, vol. 89(1), pages 131-156, January.
  60. Susan L. Ettner & Richard G. Frank & Ronald C. Kessler, 1997. "The Impact of Psychiatric Disorders on Labor Market Outcomes," NBER Working Papers 5989, National Bureau of Economic Research, Inc.
  61. Epple, Dennis & Romer, Thomas, 1991. "Mobility and Redistribution," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 828-58, August.
  62. Evans, William N & Oates, Wallace E & Schwab, Robert M, 1992. "Measuring Peer Group Effects: A Study of Teenage Behavior," Journal of Political Economy, University of Chicago Press, vol. 100(5), pages 966-91, October.
  63. Susan J. Popkin & James E. Rosenbaum & Patricia M. Meaden, 1993. "Labor market experiences of low-income black women in middle-class suburbs: Evidence from a survey of gautreaux program participants," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 12(3), pages 556-573.
  64. Epple, Dennis, 1987. "Hedonic Prices and Implicit Markets: Estimating Demand and Supply Functions for Differentiated Products," Journal of Political Economy, University of Chicago Press, vol. 95(1), pages 59-80, February.
  65. Dennis Epple & Thomas Romer & Holger Sieg, 2001. "Interjurisdictional Sorting and Majority Rule: An Empirical Analysis," Econometrica, Econometric Society, vol. 69(6), pages 1437-1465, November.
  66. Amil Petrin & Kenneth Train, 2003. "Omitted Product Attributes in Discrete Choice Models," NBER Working Papers 9452, National Bureau of Economic Research, Inc.
  67. Jens Ludwig & Jeffrey R. Kling, 2006. "Is Crime Contagious?," NBER Working Papers 12409, National Bureau of Economic Research, Inc.
  68. Fernandez, Raquel & Rogerson, Richard, 1998. "Public Education and Income Distribution: A Dynamic Quantitative Evaluation of Education-Finance Reform," American Economic Review, American Economic Association, vol. 88(4), pages 813-33, September.
  69. repec:pri:cheawb:case_paxson_economic_status_paper is not listed on IDEAS
  70. repec:dau:papers:123456789/6486 is not listed on IDEAS
  71. Montgomery, James D, 1991. "Social Networks and Labor-Market Outcomes: Toward an Economic Analysis," American Economic Review, American Economic Association, vol. 81(5), pages 1407-18, December.
  72. Ross, Stephen L., 1998. "Racial Differences in Residential and Job Mobility: Evidence Concerning the Spatial Mismatch Hypothesis," Journal of Urban Economics, Elsevier, vol. 43(1), pages 112-135, January.
  73. repec:pri:cepsud:170rothstein is not listed on IDEAS
  74. Jens Otto Ludwig & Greg Duncan & Joshua C. Pinkston, 2000. "Neighborhood Effects on Economic Self-Sufficiency: Evidence from a Randomized Housing-Mobility Experiment," JCPR Working Papers 159, Northwestern University/University of Chicago Joint Center for Poverty Research.
  75. Linda Datcher Loury, 2004. "Some Job Contacts are More Equal Than Others: Earnings and Job Information Networks," Discussion Papers Series, Department of Economics, Tufts University 0404, Department of Economics, Tufts University.
  76. Brian A. Jacob, 2004. "Public Housing, Housing Vouchers, and Student Achievement: Evidence from Public Housing Demolitions in Chicago," American Economic Review, American Economic Association, vol. 94(1), pages 233-258, March.
  77. Patrick Bayer & Robert McMillan & Kim Rueben, 2004. "An Equilibrium Model of Sorting in an Urban Housing Market," NBER Working Papers 10865, National Bureau of Economic Research, Inc.
  78. Susan L. Ettner & Richard G. Frank & Ronald C. Kessler, 1997. "The Impact of Psychiatric Disorders on Labor Market Outcomes," ILR Review, Cornell University, ILR School, vol. 51(1), pages 64-81, October.
  79. James P. Smith, 1999. "Healthy Bodies and Thick Wallets: The Dual Relation between Health and Economic Status," Journal of Economic Perspectives, American Economic Association, vol. 13(2), pages 145-166, Spring.
  80. Marmaros, David & Sacerdote, Bruce, 2002. "Peer and social networks in job search," European Economic Review, Elsevier, vol. 46(4-5), pages 870-879, May.
  81. Bruce A. Weinberg & Patricia B. Reagan & Jeffrey J. Yankow, 2004. "Do Neighborhoods Affect Hours Worked? Evidence from Longitudinal Data," Journal of Labor Economics, University of Chicago Press, vol. 22(4), pages 891-924, October.
  82. Ihlanfeldt, Keith R & Sjoquist, David L, 1990. "Job Accessibility and Racial Differences in Youth Employment Rates," American Economic Review, American Economic Association, vol. 80(1), pages 267-76, March.
  83. repec:pri:cheawb:kling_mto481 is not listed on IDEAS
  84. Weinberg, Bruce A., 2000. "Black Residential Centralization and the Spatial Mismatch Hypothesis," Journal of Urban Economics, Elsevier, vol. 48(1), pages 110-134, July.
  85. David M. Blau, 1992. "An Empirical Analysis of Employed and Unemployed Job Search Behavior," ILR Review, Cornell University, ILR School, vol. 45(4), pages 738-752, July.
  86. Thomas J. Nechyba, 2000. "Mobility, Targeting, and Private-School Vouchers," American Economic Review, American Economic Association, vol. 90(1), pages 130-146, March.
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