Who benefits most from college? Evidence for negative selection in heterogeneous economic returns to higher education

American Sociological Review

Volumn 75, Issue 2, 2010, Pages 273-302

  Brand, Jennie E ^a   Xie, Yu ^b  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b UNIVERSITY OF MICHIGAN   (United States)

Author keywords

college education; economic returns; heterogeneity; negative selection; selection bias

Indexed keywords

COMPARATIVE ADVANTAGE; HETEROGENEITY; HIERARCHICAL SYSTEM; HIGHER EDUCATION; HYPOTHESIS TESTING;

EID: 78049260618     PISSN: 00031224     EISSN: 19398271     Source Type: Journal    
DOI: 10.1177/0003122410363567     Document Type: Article

References (107)

1. Altonji, Joseph G. and Thomas A. Dunn. 1996. "The Effects of Family Characteristics on the Return to Education." The Review of Economics and Statistics 78:692-70.
2. Angrist, Joshua D., Guido W. Imbens, and Donald B. Rubin. 1996. "Identification of Causal Effect Using Instrumental Variables." Journal of the American Statistical Association 91:444-55.
3. Angrist, Joshua D. and Alan B. Krueger. 1999. "Empirical Strategies in Labor Economics." Pp. 1277-1366 in Handbook of Labor Economics, Vol. 3A, edited by O. Ashenfelter and D. Card. Amsterdam: Elsevier.
4. Armer, J. Michael. 1964. Community and School Environments and College Plans of Public High School Seniors. PhD dissertation, University of Wisconsin, Madison, WI.
5. Ashenfelter, Orley and Alan B. Krueger. 1994. "Estimates of the Economic Return to Schooling from a New Sample of Twins." American Economic Review 84:1157-73.
6. Ashenfelter, Orley and Cecilia Rouse. 1998. "Income, Schooling, and Ability: Evidence from a New Sample of Identical Twins." Quarterly Journal of Economics 113:253-84.
7. Averett, Susan L. and Mark L. Burton. 1996. "College Attendance and the College Wage Premium: Differences by Gender." Economics of Education Review 15:37-49.
8. Barrow, Lisa and Cecilia E. Rouse. 2005. "Do Returns to Schooling Differ by Race and Ethnicity?" American Economic Review 95:83-87.
9. Beattie, Irene. 2002. "Are all Adolescent Econometricians Created Equal? Racial, Class, and Gender Differences in College Enrollment. " Sociology of Education 75:19-43.
10. Becker, Gary S. 1964. Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education. New York: Columbia University Press.
11. Becker, Gary S. 1991. A Treatise on the Family. Cambridge, MA: Harvard University Press.
12. Becker, Sascha and Andrea Ichino. 2002. "Estimation of Average Treatment Effects Based on Propensity Scores." Stata Journal 2:358-77.
13. Bianchi, Suzanne. 1995. "Changing Economic Roles of Women and Men." Pp. 107-54 in State of the Union: America in the 1990s; Volume One: Economic Trends, edited by R. Farley. New York: Russell Sage Foundation.
14. Bjorklund, Anders and Robert Moffitt. 1987. "The Estimation of Wage Gains and Welfare Gains in Self-Selection Models." Review of Economics and Statistics 69:42-49.
15. Blake, Judith. 1981. "Family Size and the Quality of Children. " Demography 18:421-42.
16. Blau, Peter and Otis Dudley Duncan. 1967. The American Occupational Structure. New York: John Wiley & Sons.
17. Boudon, Raymond. 1974. Education, Opportunity and Social Inequality. New York: John Wiley & Sons.
18. Bourdieu, Pierre. 1977. "Cultural Reproduction and Social Reproduction." Pp. 487-510 in Power and Ideology in Education, edited by J. Karabel and A. H. Halsey. New York: Oxford University Press.
19. Bowles, Samuel and Herbert Gintis. 1976. Schooling in Capitalist America: Educational Reform and the Contradictions of Economic Life. New York: Basic Books.
20. Brand, Jennie E. and Charles N. Halaby. 2006. "Regression and Matching Estimates of the Effects of Elite College Attendance on Educational and Career Achievement." Social Science Research 35:749-70.
21. Brand, Jennie E. and Yu Xie. 2007. "Who Benefits Most From College? Evidence for Negative Selection in Heterogeneous Economic Returns to Higher Education." California Center for Population Research, University of California-Los Angeles CCPR 033-07.
22. Breen, Richard and John H. Goldthorpe. 1997. "Explaining Educational Differentials: Towards a Formal Rational Action Theory." Rationality and Society 9:275-305.
23. Brewer, Dominic, Eric Eide, and Ronald Ehrenberg. 1999. "Does it Pay to Attend an Elite Private College? Cross-Cohort Evidence on the Effects of College Type on Earnings." Journal of Human Resources 34:104-123.
24. Bryk, Anthony, Valerie Lee, and Peter Holland. 1993. Catholic Schools and the Common Good. Cambridge, MA: Harvard University Press.
25. Cameron, Stephen V. and James J. Heckman. 2001. "The Dynamics of Educational Attainment for Black, Hispanic, and White Males." Journal of Political Economy 109:455-99.
26. Card, David. 1995. "Using Geographic Variation in College Proximity to Estimate the Return to Schooling." Pp. 201-222 in Aspects of Labour Market Behavior: Essays in Honour of John Vanderkamp, edited by L. Christofides, E. Kenneth Grant, and R. Swidinsky. Toronto, Canada: University of Toronto Press.
27. Card, David. 1999. "The Causal Effect of Education on Earnings." Pp. 1801-63 in Handbook of Labor Economics, Vol. 3A, edited by O. Ashenfelter and D. Card. Amsterdam: Elsevier.
28. Card, David. 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems." Econometrica 69:1127-60.
29. Carneiro, Pedro, Karsten Hansen, and James J. Heckman. 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College Choice." International Economic Review 44:361-422.
30. Carneiro, Pedro and James J. Heckman. 2002. "The Evidence on Credit Constraints in Post-Secondary Schooling." Economic Journal 112:705-34.
31. Carneiro, Pedro, James J. Heckman, and Edward Vytlacil. 2001. "Estimating the Return to Education When it Varies Among Individuals." Department of Economics, University College London. Unpublished manuscript.
32. Carneiro, Pedro. 2007. "Estimating Marginal and Average Returns to Education." Department of Economics, University College London. Unpublished manuscript.
33. Cawley, John, Karen Conneely, James Heckman, and Edward Vytlacil. 1997. "Cognitive Ability, Wages, and Meritocracy." Pp. 179-92 in Intelligence, Genes, and Success: Scientists Respond to the Bell Curve, edited by B. Devlin, S. E. Feinberg, D. Resnick, and K. Roeder. New York: Springer.
34. Coleman, James A. 1988. "Social Capital and the Creation of Human Capital." American Journal of Sociology 94:S95-S120.
35. Dale, Stacy B. and Alan B. Krueger. 2002. "Estimating the Payoff to Attending a More Selective College: An Application of Selection on Observables and Unobservables." Quarterly Journal of Economics 117:1491-1527.
36. DiMaggio, Paul. 1982. "Cultural Capital and School Success: The Impact of Status Culture Participation on the Grades of U.S. High School Students." American Sociological Review 47:189-201.
37. DiPrete, Thomas A. and Henriette Engelhardt. 2004. "Estimating Causal Effects with Matching Methods in the Presence and Absence of Bias Cancellation." Sociological Methods and Research 32:501-528.
38. Farley, Reynolds. 1996. The New American Reality: Who We Are, How We Got Here, Where We Are Going. New York: Russell Sage Foundation.
39. Fischer, Claude S. and Michael Hout. 2006. Century of Difference: How America Changed in the Last One Hundred Years. New York: Russell Sage Foundation.
40. Goldthorpe, John and Michelle Jackson. 2008. "Education-Based Meritocracy: The Barriers to its Realization." Pp. 93-117 in Social Class: How Does it Work? edited by A. Lareau and D. Conley. New York: Russell Sage Foundation.
41. Griliches, Zvi. 1977. "Estimating the Returns to Schooling: Some Econometric Problems." Econometrica 45:1-22.
42. Grubb, W. Norton. 1993. "The Varied Economic Returns to Post-Secondary Education: New Evidence from the Class of 1972." The Journal of Human Resources 28:365-82.
43. Hauser, Robert M. 1973. "Socioeconomic Background and Differential Returns to Education." Pp. 129-45 in Does College Matter? Some Evidence on the Impacts of Higher Education, edited by L. C. Solomon and P. J. Taubman. New York: Academic Press.
44. Hauser, Robert M. 2004. "Progress in Schooling." Pp. 271-318 in Social Inequality, edited by K. Neckerman. New York: Russell Sage Foundation.
45. Hauser, Robert M. and Thomas N. Daymount. 1977. "Schooling, Ability, and Earnings: Cross-Sectional Findings 8 to 14 Years after High School Graduation." Sociology of Education 50:182-206.
46. Hauser, Robert M., Shu-Ling Tsai, and William H. Sewell. 1983. "A Model of Stratification with Response Error in Social and Psychological Variables." Sociology of Education 56:20-46.
47. Heckman, James J. 1978. "Dummy Endogenous Variables in a Simultaneous Equation System." Econometrica 46:931-59.
48. Heckman, James J. 2005. "The Scientific Model of Causality. " Sociological Methodology 35:1-98.
49. Heckman, James J. 2007. "Schools, Skills and Synapses." Lecture at Peking University, China. Retrieved August 29, 2007 (http://jenni.uchicago.edu/papers/pku_2007/).
50. Heckman, James J. and Bo E. Honoré. 1990. "The Empirical Content of the Roy Model." Econometrica 58:1121-49.
51. Heckman, James J., Justin L. Tobias, and Edward Vytlacil. 2001. "Four Parameters of Interest in the Evaluation of Social Programs." Southern Economic Journal 68:210-223.
52. Heckman, James, Sergio Urzua, and Edward Vytlacil. 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity. " The Review of Economics and Statistics 88:389-432.
53. Hill, C. Russell and Frank P. Stafford. 1974. "Allocation of Time to Preschool Children and Educational Opportunity." Journal of Human Resources 9: 323-41.
54. Hoffer, Thomas, Andrew Greeley, and James Coleman. 1985. "Achievement Growth in Public and Catholic Schools." Sociology of Education 58:74-97.
55. Holland, Paul W. 1986. "Statistics and Causal Inference" (with discussion). Journal of American Statistical Association 81:945-70.
56. Hout, Michael. 1984. "Status, Autonomy, and Training in Occupational Mobility." American Journal of Sociology 89:379-409.
57. Hout, Michael. 1988. "More Universalism, Less Structural Mobility: The American Occupational Structure in the 1980s. " American Journal of Sociology 93:1358-1400.
58. Hout, Michael and Thomas A. DiPrete. 2006. "What We Have Learned: RC28's Contributions to Knowledge about Social Stratification." Research in Social Stratification and Mobility 24:1-20.
59. Imbens, Guido W. and Joshua Angrist. 1994. "Identification and Estimation of Local Average Treatment Effects." Econometrica 62:467-76.
60. Jann, Ben, Jennie E. Brand, and Yu Xie. 2008. -hte- Stata module to perform heterogeneous treatment effect analysis, available from (http://ideas.repec.org/).
61. Jencks, Christopher, Marshall Smith, Henry Acland, Mary Jo Bane, David Cohen, Herbert Gintis, Barbara Heyns, and Stephan Michelson. 1972. Inequality: A Reassessment of the Effect of Family and Schooling in America. New York: Basic Books.
62. Kane, Thomas and Cecilia Rouse. 1995. "Labor-Market Returns to Two- and Four-Year College." American Economic Review 85:600-14.
63. Kao, Grace and Jennifer S. Thompson. 2003. "Racial and Ethnic Stratification in Educational Achievement and Attainment." Annual Review of Sociology 29:417-42.
64. Lareau, Annette. 2003. Unequal Childhoods. Princeton, NJ: Princeton University Press.
65. Lucas, Samuel. 2001. "Effectively Maintained Inequality: Education Transitions, Track Mobility, and Social Background Effects. " American Journal of Sociology 106:1642-90.
66. MacLeod, Jay. 1989. Ain't No Makin' It: Aspirations and Attainment in a Low-Income Neighborhood. Boulder, CO: Westview Press.
67. Manski, Charles F. 1990. "Adolescent Econometricians: How Do Youth Infer the Returns to Schooling?" Pp. 43-60 in Studies of Supply and Demand in Higher Education, edited by C. T. Clotfetter and M. Rothschild. Chicago, IL: University of Chicago Press.
68. Manski, Charles F. 1995. Identification Problems in the Social Sciences. Boston, MA: Harvard University Press.
69. Manski, Charles F. and David A. Wise. 1983. College Choice in America. Cambridge, MA: Harvard University Press.
70. Mare, Robert D. 1981. "Change and Stability in Educational Stratification." American Sociological Review 46:72-87.
71. McLanahan, Sara and Gary Sandefur. 1994. Growing up with a Single Parent: What Hurts, What Helps. Cambridge, MA: Harvard University Press.
72. Mincer, Jacob. 1974. Schooling, Experience, and Earnings. New York: Columbia University Press.
73. Mincer, Jacob and Solomon Polachek. 1974. "Family Investments in Human Capital: Earnings of Women." Journal of Political Economy 82:S76-S108.
74. Morgan, Stephen. 2001. "Counterfactuals, Causal Effect Heterogeneity, and the Catholic School Effect on Learning." Sociology of Education 74:341-74.
75. Morgan, Stephen. 2005. On the Edge of Commitment: Educational Attainment and Race in the United States. Stanford, CA: Stanford University Press.
76. Morgan, Stephen L. and Jennifer J. Todd. 2008. "A Diagnostic Routine for the Detection of Consequential Heterogeneity of Causal Effects." Sociological Methodology 38:231-81.
77. Morgan, Stephen and Christopher Winship. 2007. Counterfactuals and Causal Inference: Methods and Principles for Social Research. Cambridge, UK: Cambridge University Press.
78. Neyman, J. 1923. "On the Application of Probability Theory to Agricultural Experiments: Essay on Principles, Section 9. " Statistical Science 5:465-80.
79. Olneck, Michael. 1979. "The Effects of Education." Pp. 159-60 in Who Gets Ahead? edited by C. Jencks. New York: Basic Books.
80. Orfield, Gary, S.E. Eaton, and E.R. Jones. 1996. Dismantling Desegregation: The Quiet Reversal of Brown v. Board of Education. New York: New Press.
81. Perna, Laura. 2005. "The Benefits of Higher Education: Sex, Racial/Ethnic, and Socioeconomic Group Differences." Review of Higher Education 29:23-52.
82. Raftery, Adrian and Michael Hout. 1993. "Maximally Maintained Inequality: Expansion, Reform, and Opportunity in Irish Education, 1921-75. " Sociology of Education 66:41-62.
83. Rosenbaum, James. 2001. Beyond College for All. New York: Russell Sage Foundation Press.
84. Rosenbaum, Paul R. and Donald B. Rubin. 1983. "The Central Role of the Propensity Score in Observational Studies for Causal Effects." Biometrika 70:41-55.
85. Rosenbaum, Paul R. 1984. "Reducing Bias in Observational Studies Using Subclassification on the Propensity Score." Journal of the American Statistical Association 79:516-24.
86. Rouse, Cecilia. 2004. "Low-Income Students and College Attendance: An Exploration of Income Expectations." Social Science Quarterly 85:1299-1317.
87. Roy, Andrew D. 1951. "Some Thoughts on the Distribution of Earnings." Oxford Economic Paper 3:135-46.
88. Rubin, Donald B. 1974. "Estimating Causal Effects of Treatments in Randomized and Nonrandomized Studies." Journal of Educational Psychology 66:688-701.
89. Rubin, Donald B. 1997. "Estimating Causal Effects from Large Data Sets Using Propensity Scores." Annals of Internal Medicine 127:757-63.
90. Sewell, William, Archibald O. Haller, and G.W. Ohlendorf. 1970. "Educational and Early Occupational Status Attainment Process: Replication and Revision." American Sociological Review 35:1014-1027.
91. Sewell, William H., Archibald O. Haller, and Alejandro Portes. 1969. "The Educational and Early Occupational Attainment Process." American Sociological Review 34:82-92.
92. Sewell, William H. and Robert M. Hauser. 1975. Education, Occupation, and Earnings: Achievement in the Early Career. New York: Academic Press.
93. Sheridan, Jennifer. 2001. Occupational Attainment across the Life Course: Sources of Stability and Change in Three Occupational Characteristics. PhD Dissertation, Department of Sociology, University of Wisconsin, Madison, WI.
94. Smith, Herbert L. and Brian Powell. 1990. "Great Expectations: Variations in Income Expectations among College Seniors." Sociology of Education 63:194-207.
95. Sobel, Michael E. 2000. "Causal Inference in the Social Sciences." Journal of the American Statistical Association 95:647-51.
96. Thomas, Scott. 2003. "Longer-Term Economic Effects of College Selectivity and Control." Research in Higher Education 44:263-99.
97. Thomas, Scott and Liang Zhang. 2005. "Postbaccalaureate Wage Growth within Four Years of Graduation: The Effects of College Quality and College Major. " Research in Higher Education 46:437-59.
98. Train, Kenneth. 2003. Discrete Choice Methods with Simulation. Cambridge, UK: Cambridge University Press.
99. Tsai, Shu-Ling and Yu Xie. 2008. "Changes in Earnings Returns to Higher Education in Taiwan since the 1990s." Population Review 47:1-20.
100. U.S. Census Bureau. 2007. "Earnings Gap Highlighted by Census Bureau Data on Educational Attainment." U.S. Census Bureau News, March 15, Press Release.
101. Welch, Finis. 1973. "Black-White Differences in Returns to Schooling. " American Economic Review 63:893-907.
102. Willis, Robert J. and Sherwin Rosen. 1979. "Education and Self-Selection." Journal of Political Economy 87:S7-36.
103. Winship, Christopher and Stephen L. Morgan. 1999. "The Estimation of Causal Effects from Observational Data." Annual Review of Sociology 25:659-707.
104. Xie, Yu. 2007. "Otis Dudley Duncan's Legacy: The Demographic Approach to Quantitative Reasoning in Social Science." Research in Social Stratification and Mobility 25:141-56.
105. Xie, Yu and Kimberlee A. Shauman. 1998. "Sex Differences in Research Productivity Revisited: New Evidence about an Old Puzzle." American Sociological Review 63:847-70.
106. Xie, Yu and Xiaogang Wu. 2005. "Market Premium, Social Process, and Statisticism." American Sociological Review 70:865-70.
107. Zhang, Liang. 2005. Does Quality Matter? Benefits of Attending a High-Cost, Prestigious College. New York: Routledge.