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

  • Patrick Bayer

    (Duke University)

  • Stephen L. Ross

    (University of Connecticut)

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 naive 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 the canonical vertical sorting model of Epple and Platt (1998), that there is 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. The second part of the proposed strategy uses aggregation to develop suitable instruments for both exogenous and endogenous group attributes. Instrumenting for each individual's observed neighborhood attributes with the average neighborhood attributes of a set of observationally identical individuals eliminates the portion of the variation in neighborhood attributes due to sorting on unobserved individual attributes. The neighborhood effects application is based on 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 University of Connecticut, Department of Economics in its series Working papers with number 2006-13.

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Length: 53 pages
Date of creation: Apr 2006
Date of revision: Jan 2009
Handle: RePEc:uct:uconnp:2006-13
Note: The authors are grateful to the Department of Housing and Urban Development, Federal Reserve Bank of New York, and the Center for Real Estate and Urban Economic Studies at the University of Connecticut for financial support. We are especially thankful to Steven Durlauf for extensive comments on an earlier draft and to William Brock, Fernando Ferreira, Albert Saiz, Holger Sieg, Todd Sinai and seminar participants at UC Berkeley, NYU, Penn-Wharton, and Wisconsin for many helpful comments and suggestions. The research in this paper was conducted while the authors were Special Sworn Status researchers of the U.S. Census Bureau at the Boston Research Data Center (BRDC). The research results and conclusions expressed are those of the authors and do not necessarily reflect the views of the U.S. Census Bureau, the Department of Housing and Urban Development or any other agency of the U.S. Government. This paper was screened to insure that no confidential data are revealed.
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  1. 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.
  2. 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.
  3. Brock, William A. & Durlauf, Steven N., 2007. "Identification of binary choice models with social interactions," Journal of Econometrics, Elsevier, vol. 140(1), pages 52-75, September.
  4. Dennis Epple & Holger Sieg, 1998. "Estimating Equilibrium Models of Local Jurisdictions," NBER Working Papers 6822, National Bureau of Economic Research, Inc.
  5. repec:pri:cheawb:kling_mto481 is not listed on IDEAS
  6. 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.
  7. 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.
  8. Wahba, Jackline & Zenou, Yves, 2005. "Density, social networks and job search methods: Theory and application to Egypt," Journal of Development Economics, Elsevier, vol. 78(2), pages 443-473, December.
  9. Anna Aizer & Janet Currie, 2002. "Networks or Neighborhoods? Correlations in the Use of Publicly-Funded Maternity Care in California," NBER Working Papers 9209, National Bureau of Economic Research, Inc.
  10. Patrick Bayer & Christopher Timmins, 2007. "Estimating Equilibrium Models Of Sorting Across Locations," Economic Journal, Royal Economic Society, vol. 117(518), pages 353-374, 03.
  11. John T. Addison & Pedro Portugal, 1998. "Job Search Methods and Outcomes," Working Papers w199808, Banco de Portugal, Economics and Research Department.
  12. 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.
  13. Yannis M. Ioannides & Jeffrey E. Zabel, 2000. "Neighborhood Effects and Housing Demand," Discussion Papers Series, Department of Economics, Tufts University 0012, Department of Economics, Tufts University.
  14. 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.
  15. Katherine M. O'Regan & John M. Quigley, 1997. "Teenage Employment and the Spatial Isolation of Minority and Poverty Households," Yale School of Management Working Papers ysm35, Yale School of Management.
  16. Jens Ludwig & Jeffrey R. Kling, 2007. "Is Crime Contagious?," Journal of Law and Economics, University of Chicago Press, vol. 50, pages 491-518.
  17. David Card & Jesse Rothstein, 2005. "Racial Segregation and the Black-White Test Score Gap," Working Papers 93, Princeton University, Department of Economics, Center for Economic Policy Studies..
  18. Ivar Ekeland & James J. Heckman & Lars Nesheim, 2003. "Identification and Estimation of Hedonic Models," CESifo Working Paper Series 1031, CESifo Group Munich.
  19. 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.
  20. Gordon B. Dahl, 2002. "Mobility and the Return to Education: Testing a Roy Model with Multiple Markets," RCER Working Papers 488, University of Rochester - Center for Economic Research (RCER).
  21. 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 637-655, June.
  22. 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.
  23. Harry J. Holzer, 1986. "Search Method Use by Unemployed Youth," NBER Working Papers 1859, National Bureau of Economic Research, Inc.
  24. Holger Sieg & V. Kerry Smith & H. Spencer Banzhaf & Randy Walsh, . "Estimating the General Equilibrium Benefits of Large Changes in Spatially Delineated Public Goods," GSIA Working Papers 2003-07, Carnegie Mellon University, Tepper School of Business.
  25. Eric French, 2004. "The Effects of Health, Wealth and Wages on Labor Supply and Retirement Behavior," 2004 Meeting Papers 96, Society for Economic Dynamics.
  26. 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.
  27. 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.
  28. Harry J. Holzer, 1986. "Informal Job Search and Black Youth Unemployment," NBER Working Papers 1860, National Bureau of Economic Research, Inc.
  29. 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.
  30. Marianne Bertrand & Erzo F.P. Luttmer & Sendhil Mullainathan, 1998. "Network Effects and Welfare Cultures," NBER Working Papers 6832, National Bureau of Economic Research, Inc.
  31. Amil Petrin & Kenneth Train, 2003. "Omitted Product Attributes in Discrete Choice Models," NBER Working Papers 9452, National Bureau of Economic Research, Inc.
  32. 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.
  33. 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.
  34. 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.
  35. repec:pri:cepsud:109rothstein is not listed on IDEAS
  36. Roland Benabou, 1993. "Heterogeneity, Stratification, and Growth," NBER Working Papers 4311, National Bureau of Economic Research, Inc.
  37. Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January.
  38. repec:pri:cepsud:170rothstein is not listed on IDEAS
  39. Roland Benabou, 1991. "Workings of a City: Location, Education, and Production," NBER Technical Working Papers 0113, National Bureau of Economic Research, Inc.
  40. Jeffrey R. Kling & Jeffrey Liebman & Lawrence F. Katz & Lisa Sanbonmatsu, 2004. "Moving to Opportunity and Tranquility: Neighborhood Effects on Adult Economic Self-Sufficiency and Health From a Randomized Housing Voucher Experiment," Working Papers 5, Princeton University, Department of Economics, Industrial Relations Section..
  41. 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.
  42. 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.
  43. Fernando Ferreira, 2008. "You Can Take it With You: Proposition 13 Tax Benefits, Residential Mobility, and Willingness to Pay for Housing Amenities," Working Papers 08-15, Center for Economic Studies, U.S. Census Bureau.
  44. 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.
  45. 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.
  46. Walsh, Randy, 2007. "Endogenous open space amenities in a locational equilibrium," Journal of Urban Economics, Elsevier, vol. 61(2), pages 319-344, March.
  47. Grinblatt, Mark & Keloharju, Matti & Ikäheimo, Seppo, 2003. "Interpersonal Effects in Consumption: Evidence from the Automobile Purchases of Neighbors," University of California at Los Angeles, Anderson Graduate School of Management qt69h2f7cv, Anderson Graduate School of Management, UCLA.
  48. 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.
  49. 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.
  50. 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, November.
  51. repec:dau:papers:123456789/6486 is not listed on IDEAS
  52. 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.
  53. 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.
  54. Weinberg, Bruce A., 2000. "Black Residential Centralization and the Spatial Mismatch Hypothesis," Journal of Urban Economics, Elsevier, vol. 48(1), pages 110-134, July.
  55. 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.
  56. 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.
  57. Anne Case & Darren Lubotsky & Christina Paxson, 2002. "Economic status and health in childhood: the origins of the gradient," Working Papers 262, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Health and Wellbeing..
  58. Zax, Jeffrey S. & Kain, John F., 1991. "Commutes, quits, and moves," Journal of Urban Economics, Elsevier, vol. 29(2), pages 153-165, March.
  59. 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 966-991, October.
  60. Thomas J. Nechyba, 2000. "Mobility, Targeting, and Private-School Vouchers," American Economic Review, American Economic Association, vol. 90(1), pages 130-146, March.
  61. repec:pri:indrel:dsp01qz20ss50t is not listed on IDEAS
  62. 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.
  63. Anne C. Case & Lawrence F. Katz, 1991. "The Company You Keep: The Effects of Family and Neighborhood on Disadvantaged Youths," NBER Working Papers 3705, National Bureau of Economic Research, Inc.
  64. 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.
  65. 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.
  66. Bruce Sacerdote, 2001. "Peer Effects with Random Assignment: Results for Dartmouth Roommates," The Quarterly Journal of Economics, Oxford University Press, vol. 116(2), pages 681-704.
  67. 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..
  68. Marmaros, David & Sacerdote, Bruce, 2002. "Peer and social networks in job search," European Economic Review, Elsevier, vol. 46(4-5), pages 870-879, May.
  69. 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.
  70. repec:pri:cheawb:case_paxson_economic_status_paper is not listed on IDEAS
  71. 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.
  72. 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.
  73. repec:pri:indrel:dsp01jh343s306 is not listed on IDEAS
  74. 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.
  75. James P. Smith, 2003. "Consequences and Predictors of New Health Events," NBER Working Papers 10063, National Bureau of Economic Research, Inc.
  76. 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.
  77. 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.
  78. repec:pri:cheawb:j_kling_2005 is not listed on IDEAS
  79. 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.
  80. 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.
  81. 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.
  82. 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.
  83. 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.
  84. 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.
  85. Epple, Dennis & Romer, Thomas, 1991. "Mobility and Redistribution," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 828-858, August.
  86. repec:pri:cheawb:kling_mto481.pdf is not listed on IDEAS
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