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Social Interactions, Social Networks, and Inequality
Lawrence Blume
Presentation Slides
- Forthcoming
Note: Items in bold should be read first, and items in italics second.
Background Reading
- Easley, David and Kleinberg, Jon. Networks, Crowds, and Markets. Chapters 2, 3, 7, and 16 are recommended.
- Jackson, Matt. Social and Economic Networks. Chapters 2 and 9 are recommended.
- Blume, Lawrence, Brock, William, Durlauf, Steven, and Ioannides, Yannis. (2011). "Identification of Social Interactions." In J. Benhabib, A. Bisin, and M. Jackson, eds. Handbook of Social Economics, vol. 1B. Amsterdam: North Holland. pp. 853–964.
Introduction
- Glaeser, Edward L., Bruce Sacerdote, and Jose A. Scheinkman. (1996). "Crime and Social Interaction." The Quarterly Journal of Economics, 111 (2):507–548.
- Kandel, Denise B. (1978). "Homophily, selection, and socialization in adolescent friendships." American Journal of Sociology, 84 (2):427–436.
- Mennis, Jeremy and Philip Harris. (2001). "Contagion and repeat offending among urban juvenile delinquents." Journal of Adolescence, 34 (5):951–63.
- Reiss Jr., Albert J. (1986). "Co-offending influences on criminal careers." In Criminal Careers and 'Career Criminals,' vol. 2, edited by Alfred Blumstein, Jacqueline Cohen, Jeffrey A. Roth, and Christy A. Visher. Washington, DC: National Academy Press. pp. 121–160.
- Sacerdote, Bruce I. 2001. "Peer effects with random assignment results for Dartmouth roommates," Quarterly Journal of Economics, 116(2): 681–704.
- Warr, Mark. 1996. "Organization and instigation in delinquent groups," Criminology, 34 (1): 11–37.
Network Science
- Amaral, L. A. N., A. Scala, M. Barthélémy, and H. E. Stanley. 2000. "Classes of small-world networks," Proceedings of the National Academy of Sciences, 97:11149–11152.
- Christakis, Nicholas A. and James H. Fowler. 2007. "The spread of obesity in a large social network over 32 years," New England Journal of Medicine, 357:370–379.
- Davis, Gerald F., Mina Yoo, and Wayne E. Baker. 2003. "The small world of the American corporate elite, 1982-2001," Strategic Organization, 1(3):301–26.
- Gladwell, Malcom. 1999. "Six degrees of Lois Weisberg," New Yorker, January 11, 1999, Annals of Society.
- Korte, Charles and Stanley Milgram. 1970. "Acquaintance networks between racial groups: Application of the small world method," Journal of Personality and Social Psychology, 15(2):101–08.
- Lazarsfeld, P. F. and R. K. Merton. 1954. "Friendship as social process: A substantive and methodological analysis." In Freedom and Control in Modern Society, edited by Morroe Berger, Theodore Abel, and Charles H. Page. New York: Van Nostrand, 18–66.
- Liljeros, F., C.R. Edling, and L. Nunes Amaral. 2003. "Sexual networks: implications for the transmission of sexually transmitted infections," Microbes and Infection, 5(2):189–196.
- Milgram, Stanley. 1967. "The small world problem," Psychology Today, 2:60–67.
- Newman, Mark E. J. 2003. "The structure and function of complex networks." SIAM Review 45 (2):167–256.
- Travers, Jeffrey and Stanley Milgram. 1969. "An experimental study of the small world problem," Sociometry, 32 (4):425–443.
- Watts, D. J. and S. H. Strogatz. 1998. "Collective dynamics of 'small-world' networks," Nature, 393:440–442.
Labor Markets
- Calvó-Armengol, Antoni and Matthew O. Jackson. 2004. "The Effects of Social Networks on Employment and Inequality." American Economic Review, 94(3):426–454.
- Granovetter, M. S. 1973. "The Strength of Weak Ties," American Journal of Sociology, 78(6):1360–80.
- Montgomery, James D. 1991. "Social networks and labor-market outcomes: Towards an economic analysis," American Economic Review, 81(5):1408–1418.
- Yakubovich, Valery. 2005. "Weak ties, information, and influence: How workers find jobs in a local Russian labor market," American Sociological Review, 70(3):408–421.
Education
- Blume, L., W. Brock, S. Durlauf, and Y. Ioannides. 2011. "Identification of Social Interactions." In Handbook of Social Economics, vol. 1B, edited by J. Benhabib, A. Bisin, and M. Jackson. Amsterdam: North Holland, 853–964.
- Blume, Lawrence E., William Brock, Steven N. Durlauf, and Rajshri Jayaraman. 2014. "Linear Social Interaction Models," Forthcoming, Journal of Political Economy.
- Bourdieux, P. and L. J. D. Wacquant. 1992. An Invitation to Reflexive Sociology. Chicago, IL: University of Chicago Press.
- Hoxby, Caroline M. and Gretchen Weingarth. 2006. "Taking race out of the equation: School reassignment and the structure of peer effects," Unpublished NBER Conference Paper.
- Sacerdote, B. 2011. "Peer effects in education: How might they work, how big are they and how much do we know thus far?" In Handbook of the Economics of Education, Eric A. Hanushek, Stephen Machin and Ludger Woessmann, eds. Amsterdam: North-Holland. pp. 249–277.
Social Capital
- Loury, Glenn. 1992. "The economics of discrimination: Getting to the core of the problem," Harvard Journal for African-American Public Policy, 1:91–110.
- Portes, Alejandro. 1998. "Social capital: Its origins and applications in modern sociology," Annual Review of Sociology, 24:1–24.
- Putnam, Robert D. 1995. "Bowling alone: America’s declining social capital," Journal of Democracy, 6:65–78.
Diffusion
- Blume, Lawrence. 1995. "The statistical mechanics of best-response strategy revision." Games and Economic Behavior, 11(2): 111-145.
- Morris, S. 2000. "Contagion." Review of Economic Studies, 67: 57-78.
[Title]
Loren Brandt
Ethics and Inequality and Interdependences and Inequality
Steven N. Durlauf
Note: Please read items in bold first
Lecture 1: Ethics and Inequality
Abstract
This lecture will provide an overview of normative issues which arise in evaluating levels of inequality and disadvantage. Alternative philosophical approaches will be contrasted.
Reading List
- Anderson, E. (1999). "What is the Point of Equality?" Ethics 109: 287-337.
- Anderson, E. (2007). "Fair Opportunity in Education: A Democratic Equality Perspective." Ethics 117: 595-622.
- Arrow, K. (1973). "Some Ordinalist-Utilitarian Notes on Rawl’s Theory of Justice." Journal of Philosophy 70: 245-263.
- Basu, K. and L. Lopez-Calva. (2011). "Capabilities and Functionings." Handbook of Social Choice and Welfare, K. Arrow, A. Sen, and K. Suzumura, eds. Amsterdam: Elsevier.
- Blume, L. and S. Durlauf. (2015). "Capital in the Twenty-First Century: A Review Essay." Journal of Political Economy, forthcoming.
- Buchanan, J. (1971). "Equality as Fact and Norm." Ethics 81: 228-240.
- Diamond, P. (1967). "Cardinal Welfare, Individualistic Ethics and Interpersonal Comparisons of Utility: Comment." Journal of Political Economy 75: 765-766.
- Durlauf, S. (2006). "Assessing Racial Profiling," Economic Journal 116: F402-F426.
- Durlauf, S. (2008). "Affirmative Action, Meritocracy, and Efficiency." Politics, Philosophy, & Economics 7: 131-158.
- Feser, E. (1997). "Hayek on Social Justice: Reply to Lukes and Johnston." Critical Review 11: 581-606. (matched with Lukes and Johnston)
- Fishkin, J. (2014). "The Anti-Bottleneck Principle in Employment Discrimination Law." Washington University Law Review 91: 1429-1518.
- Fleurbaey, M., B. Tungodden and H. Chang. (2003). "Any Non‐Welfarist Method of Policy Assessment Violates the Pareto Principle: A Comment." Journal of Political Economy 111: 1382-1385
- Harsanyi, J. (1955). "Cardinal Welfare, Individualistic Ethics and Interpersonal Comparisons of Utility." Journal of Political Economy 63: 309-321.
- Hausman, D. and M. Waldren. (2011). "Egalitarianism Reconsidered." Journal of Moral Philosophy 8: 567-586.
- Johnston, D. 1997. "Hayek’s Attack on Social Justice." Critical Review 11: 81-100. (matched with Feser and Lukes)
- Kaplow, L. and S. Shavell. (2001). "Any Non-Welfarist Method of Policy Assessment Violates the Pareto Principle." Journal of Political Economy 109: 281-286.
- Konow, J. (2003). "Which Is the Fairest One of All? A Positive Analysis of Justice Theories." Journal of Economic Literature 41: 1188-1239.
- Lukes, S. (1997). "Social Justice: The Hayekian Challenge." Critical Review 11: 65-80. (matched with Feser and Johnston)
- Mason, A. (2001). "Egalitarianism and the Levelling Down Objection." Analysis 61: 246-254.
- Nussbaum, M. (2003). "Capabilities as Fundamental Entitlements: Sen and Social Justice." Feminist Economics 9: 33-59.
- Parfit, D. (1997). "Equality and Priority." Ratio 10: 202-221.
- Roemer J. (1993). "A Pragmatic Theory of Responsibility for the Egalitarian Planner." Philosophy and Public Affairs 22: 146-166.
- Roemer, J. (2001). "Three Egalitarian Views and American Law." Law and Philosophy 20: 433-460.
- Roemer, J. and A. Trannoy. (2015). "Equality of Opportunity." Handbook of Income Distribution. A. Atkinson and F. Bourguignon, eds. Amsterdam: Elsevier.
- Satz, D. (2012). "Unequal Chances: Race, Class and Schooling." Theory and Research in Education 10: 155-170.
- Sen, A. 1979. "Equality of What?" Tanner Lecture on Human Values. http://tannerlectures.utah.edu/lectures/documents/sen80.pdf
- Sen A. 2000. "Social Justice and the Distribution of Income." Handbook of Income Distribution. A. Atkinson and F. Bourguignon, eds. Amsterdam: Elsevier.
- Sher, G. 1979. "Effort, Ability, and Personal Desert." Philosophy & Public Affairs*;361-376.
- Sher, G. 2012. "Talents and Choices." Nous 46: 400-417.
Lecture 2: Interdependences and Inequality
Abstract
This lecture will describe how complementarities and spillover effects constitute mechanisms for the generation of inequality. Interaction effects are shown to both produce correlated behaviors between members of various socioeconomic groups as well as to produce incentives for segregation of individual types into distinct groups.
Reading List
- Becker, G. 1973. "A Theory of Marriage, Part I" Journal of Political Economy, 81, 4, 813-846.
- Bénabou, R. 1996. "Equity and Efficiency in Human Capital Investment: The Local Connection," Review of Economic Studies, 63, 2, 237-264.
- Bisin, A., O. Ozgur, and U. Horst. 2006. "Rational Expectations Equilibria of Economies with Local Interactions," Journal of Economic Theory 127: 74-116.
- Blume, L. 1993. "The Statistical Mechanics of Strategic Interaction." Games and Economic Behavior 5: 387-424.
- Brock, W. and S. Durlauf. 2001. "Discrete Choice with Social Interactions," Review of Economic Studies 68: 235-260.
- Cabrales, A., A. Calvó-Armengol and Y. Zenou. 2011. "Social Interactions and Spillovers." Games and Economic Behavior 72: 339-360.
- Choo, E. and A. Siow. 2006. "Who Marries Whom and Why." Journal of Political Economy 114: 172-201.
- Dupuy, A. and A. Galichon. 2012. "Canonical Correlation and Assortative Matching: A Remark." IZA Discussion Paper no. 6942.
- Durlauf, S. 1996. "A Theory of Persistent Income Inequality." Journal of Economic Growth, 1: 75-93.
- Durlauf, S. 1996. "Neighborhood Feedbacks, Endogenous Stratification and Income Inequality." Dynamic Disequilibrium Modelling, W. Barnett, G. Gandolfo, and C. Hillinger, eds., Cambridge: Cambridge University Press.
- Durlauf, S. 2006. "Groups, Social Influences, and Inequality: A Memberships Theory Perspective on Poverty Traps," in Poverty Traps, S. Bowles, S. Durlauf, and K. Hoff, eds., Princeton: Princeton University Press.
- Durlauf, S. and A. Seshadri. 2003. "Is Assortative Matching Efficient?" Economic Theory 21: 475-493.
- Fernandez, R. and J. Gali. 1999. "To Each According to…? Markets, Tournaments, and the Matching Problem with Borrowing Constraints." Review of Economic Studies 66: 799-824.
- Fernandez, R. and R. Rogerson. 1996. "Income Distribution, Communities, and the Quality of Public Education," Quarterly Journal of Economics 111: 135-164.
- Gall, T., P. Legros, and A. Newman. 2012. "Mismatch, Rematch, and Investment," Working Paper, Boston University.
- Hammersley, J. and P. Clifford. 1971. "Markov Fields on Finite Graphs and Lattices." Mimeo.
- Horst, U. and J. Scheinkman. 2006. "Equilibria in Systems of Social Interactions." Journal of Economic Theory 130: 44-77.
- Kremer, M. and E. Maskin. 1996. "Wage Inequality and Segregation by Skill," NBER Working Paper no. 5718.
- LeGros, P. and A. Newman. 2002. "Monotone Matching in Perfect and Imperfect Worlds," Review of Economic Studies 69: 925-942.
- LeGros, P. and A. Newman. 2007. "Beauty Is a Beast, Frog Is a Prince: Assortative Matching with Nontransferabilities." Econometrica, 75: 1073-1102.
- Lindenlaub, I. 2013. "Sorting Multidimensional Types: Theory and Application." Mimeo.
- McCann, R., X. Shi, A. Siow, and R. Wolthoff. 2012. "Becker Meet Ricardo: Multisector Matching with Cognitive and Noncognitive Skills," Working Paper, University of Toronto.
- Prat, A. 2002. "Should a Team be Homogeneous?" European Economic Review 46: 1187-1207.
- Sattinger, M. 1993. "Assignment Models of the Distribution of Earnings." Journal of Economic Literature 31: 831‑880.
- Shimer, R. and L. Smith. 2000. "Assortative Matching and Search." Econometrica 68: 343-369.
- Spitzer, F. 1971. "Markov Random Fields and Gibbs Ensembles." American Mathematical Monthly 78: 142-154.
Internal Migration In China
Shuaizhang Feng
Abstract
This lecture aims to provide a general introduction of researches related to China’s contemporary internal migration. The lecture will consist five parts. In section 1, we will introduce some theoretic and institutional background. Section 2 presents existing data sources and identifies some key facts about China’s internal migration. Section 3 reports research related to the determinants of migration. The next section summarizes findings with respect to consequences of migration, especially its effects on Children from migrant families. Finally, the last section discusses some important future research questions and possible data collection initiatives.
Structural Models for Labor Force Participation
Chao Fu
Background Knowledge
- properties of normal distribution, truncated normal, sum of two normally distributed random variables
- dynamic programming, backward induction (fine if not familiar with those, but better if students know this)
Readings
- Eckstein, Z. and K.I. Wolpin, (1989) "Dynamic Labour Force Participation of Married Women and Endogenous Work Experience," Review of Economic Studies 56, 375-90.
- Rosenzweig Mark and Kenneth I. Wolpin (1980), "Life Cycle Labor Supply and Fertility: Causal Inferences from Household Models," Journal of Political Economy (88), 328-48.
Labor Market Agglomeration Economies
Shihe Fu
Abstract
This lecture will cover the following topics:
- Concepts of business agglomeration economies and labor market agglomeration economies;
- Channels that generate labor market agglomeration economies;
- Empirical evidence for labor market agglomeration economies;
- Causal identification strategies for empirical studies of labor market agglomeration economies;
- New research topics on labor market agglomeration economies.
Reading List
- Henderson, J.V., 2003, Marshall’s Scale Economies, Journal of Urban Economics 53, 1–28. (1, 2)
- Glaeser, E., Kallal, K., Scheinkman, J., Shleifer, A., 1992, Growth in Cities, Journal of Political Economy 100, 1126–1152. (1, 2)
- Duranton, G., Puga, D., 2004, Micro-foundations of Urban Agglomeration economies. In: Henderson V and Thisse JF (eds) Handbook of Regional and Urban Economics IV. Amsterdam: North Holland, pp. 2063–2118. (1, 2)
- Rosenthal, S., Strange, W., 2004, Evidence on the Nature and Sources of Agglomeration Economies. In: Henderson V and Thisse JF(eds) Handbook of Regional and Urban Economics IV. Amsterdam: Elsevier, pp. 2119–2171. (1, 2, 3)
- Combes, P.P., Gobillon, L., 2014, The Empirics of Agglomeration Economies, In: Duranton G, Henderson V and Strange W (eds) Handbook of Regional and Urban Economics V. Amsterdam: Elsevier, pp. 248–348. (1, 2, 3, 4)
- Rosenthal, S., Strange, W., 2001, The Determinants of Agglomeration, Journal of Urban Economics 50, 191-229. (1, 2)
- Wheaton, W., Lewis, M., 2002, Urban Wages and Labor Market Agglomeration, Journal of Urban Economics 51, 542-562. (2, 3)
- Fu, S., 2007, Smart Café Cities: Testing Human Capital Externalities in the Boston Metropolitan Area. Journal of Urban Economics 61, 86–111. (1, 2, 3, 4)
- Yanknow, J., 2006, Why Do Cities Pay More? An Empirical Examination of Some Competing Theories of the Urban Wage Premium, Journal of Urban Economics 60, 139–161. (2, 3, 4)
- Moretti, E., 2004a, Human Capital Externalities in Cities, In: Henderson VJ and Thisse JF(eds) Handbook of Regional and Urban Economics IV. Amsterdam: Elsevier, pp. 2243–2291. (2, 3)
- Moretti, E., 2004b, Workers’ Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions, American Economic Review 94, 656-690. (2, 3)
- Andini, M., Blasio, G., Duranton, G., Strange, W., 2013, Marshallian Labour Market Pooling: Evidence from Italy, Regional Science and Urban Economics 43, 1008-1022. (2, 3)
- Andersson, F., Burgess, S., Lane, J., 2004, Cities, Matching and the Productivity Gains of Agglomeration, Working Paper. (2, 3)
- Gabe, T., Abel, J., 2012, Specialized Knowledge and the Geographic Concentration of Occupations, Journal of Economic Geography 12, 435-453. (2, 3)
- Eeckhout, J., Pinheiro, R., Schmidheiny, K., 2014, Spatial Sorting, Journal of Political Economy 122, 554-620. (2, 3)
- Baum-Snow, N., Ferreira, F., 2014, Causal Inference in Urban and Regional Economics, In: Duranton G, Henderson V and Strange W (eds) Handbook of Regional and Urban Economics V. Amsterdam: Elsevier, pp. 4–68. (4)
- Glaeser, E., Maré, D., 2001, Cities and skills, Journal of Labor Economics 19, 316–42. (3, 4)
- Combes, P., Duranton, G., Gobillon, L., 2008, Spatial Wage Disparities: Sorting Matters! Journal of Urban Economics 63, 723–742. (3, 4)
- Rosenthal, S., Strange, W., 2006, The Attenuation of Human Capital Spillovers: A Manhattan Skyline Approach, Journal of Urban Economics 64, 373–89. (3, 4)
- Bayer, P., Ross, S., Topa, G., 2008, Place of Work and Place of Residence: Informal Hiring Networks and Labor Market Outcomes, Journal of Political Economy 116, 1150-1196. (2, 4)
- Liu, S., 2015, Spillovers from Universities: Evidence from the Land-Grant Program, Journal of Urban Economics 87, 25-41. (4)
- Fu, S., Ross, S., 2013, Wage Premia in Employment Clusters: How Important is Worker Heterogeneity? Journal of Labor Economics 31, 271-304. (3, 4)
- Charlot, S., Duranton, G., 2004, Communication Externalities in Cities, Journal of Urban Economics 56, 581–613. (2, 5)
- Hirsch, B., Jahn, E., Oberfichtner, M., 2015, The Urban Wage Premium in Imperfect Labour Markets, Working Paper. (5)
- Bacolod, M., Blume, B., Strange, W., 2009, Skills in the city. Journal of Urban Economics 65, 136-153. (5)
- Breschi, S., Lenzi, C., 2016, Co-invention Networks and inventive Productivity in US Cities, Journal of Urban Economics 92, 66–75. (5)
- Francis, B., Hasan, I., John, K., Waisman, M., 2012, Urban Agglomeration and CEO Compensation, Working Paper. (3, 5)
- Ananat, E., Fu, S., Ross, S., 2013, Race-Specific Agglomeration Economies: Social Distance and the Black-White Wage Gap, NBER Working Paper 18933. (5)
Microeconomic Models with Latent Variables: Applications of Measurement Error Models in Empirical Industrial Organization and Labor Economics
Yingyao Hu
Abstract
This lecture reviews recent developments in nonparametric identification of measurement error models and their applications in applied microeconomics. Measurement error models describe mappings from a latent distribution to an observed distribution. The identification and estimation of measurement error models focus on how to obtain the latent distribution and the measurement error distribution from the observed distribution. Such a framework is suitable for many microeconomic models with latent variables, such as models with unobserved heterogeneity or unobserved state variables and panel data models with fixed effects. In particular, we show how these techniques can be used to identify and estimate income dynamics models, where the permanent or persistent incomes are unobserved from the sample.
Reading List
- Hu, Yingyao. (2016). "Microeconomic models with latent variables: Applications of measurement error models in empirical industrial organization and labor economics," Working paper, Johns Hopkins University, Department of Economics.
- Hu, Yingyao. (2008). "Identification and Estimation of Nonlinear Models with Misclassification Error Using Instrumental Variables: A General Solution," Journal of Econometrics, 144, 27–61.
- Hu, Yingyao and Susanne Schennach. (2008). "Instrumental Variable Treatment of Nonclassical Measurement Error Models," Econometrica, 2008, 76, 195–216.
- Arellano, Manuel, Richard Blundell, and Stephane Bonhomme. (2015). "Household Earnings and Consumption: A Nonlinear Framework," CEMFI Working Paper No. 1506.
Long Live Keju! The Persistent Effects of China’s Imperial Examination System
James Kung
Abstract
Much research has now shown that, by shaping people’s beliefs and preferences, historical institutions can breed and foster a culture over time. Through the culture channel, some historical institutions are found to have produced a long-lasting impact on the behavior of individuals and economic development more generally. For example, Alesina, Giuliano, and Nunn (2013) show that societies that practiced plough agriculture historically have much less equal gender norms today.
Premised on this "persistence" literature, this lecture examines the possible legacies of one of China’s most important institutions—the imperial examination system or keju (circa 607- 1905)—on human capital outcome today. Based on a data set uniquely constructed on 248 Chinese prefectures spanning the Ming-Qing dynasties (1368-1912), I will first document a close association between historical exam success—measured by the percentage of people who had attained a jinshi degree—the highest attainable qualification back then, and average years of schooling today. As befits an empirical paper, the lecture will also deal with estimation issues caused by omitted variable bias and measurement error, and discuss the possible channels, viz., human capital and culture, through which keju may have impacted years of schooling today. To further verify the role of culture, I will also discuss the results of a quasi-experiment conducted on a group of college students who came from all over China to study in Beijing, including the effect of keju culture on the students’ cognitive skills and non-cognitive performance. Last, but not least, given that keju culture has persisted unevenly across China, the lecture also examines the conditions under which keju culture has persisted strongly, or, conversely, weakened over time.
Reading List
Note: *denotes optional reading
- Alesina, Alberto, Paola Giuliano, and Nathan Nunn. 2013. “On the Origins of Gender Roles: Women and the Plough.” The Quarterly Journal of Economics, 128 (2): 469-530.
- Ting Chen, James Kai-sing Kung, and Chicheng Ma. 2016. “Long Live Keju! The Persistent Effects of China’s Imperial Examination System.” Working Paper, Hong Kong University of Science and Technology, Hong Kong.
- Ho, Ping-ti. 1962. The Ladder of Success in Imperial China. New York: Columbia University Press, chapters 1-2.
- * Nunn, Nathan and Leonard Wantchekon. 2011. “The Slave Trade and the Origins of Mistrust in Africa.” American Economic Review, 101(7): 3221-3252.
- * Voigtländer, Nico, and Hans-Joachim Voth, 2012. “Persecution Perpetuated: the Medieval Origins of Anti-Semitic Violence in Nazi Germany.” The Quarterly Journal of Economics, 127(2):1339-1392.
Program Evaluation
Jeffrey Smith
Note: If you have time to read only one paper, read Djebbari and Smith (2008).
Background
-
Smith, Jeffrey. 2004. “Evaluating Local Economic Development Policies: Theory and Practice” in Alistair Nolan and Ging Wong (eds.), Evaluating Local Economic and Employment Development: How to Assess What Works Among Programmes and Policies. Paris: Organization for Economic Cooperation and Development, 287-332.
[Available on my web page at http://www-personal.umich.edu/~econjeff/ under “Papers”]
Heterogeneous treatment effects
- Heckman, James, Jeffrey Smith, with the assistance of Nancy Clements. (1997). “Making the Most Out of Programme Evaluations and Social Experiments: Accounting for Heterogeneity in Programme Impacts.” Review of Economic Studies 64(4): 487-535.
- Bitler, Marianne, Jonah Gelbach, and Hilary Hoynes. (2006). “What Mean Impacts Miss: Distributional Effects of Welfare Reform Experiments.” American Economic Review 96: 988- 1012.
- Djebbari, Habiba and Jeffrey Smith. (2008). “Heterogeneous Program Impacts: Experimental Evidence from the PROGRESA Program.” Journal of Econometrics 145(1-2): 64-80.