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Early identification of at-risk youth in Latin America : an application of cluster analysis


  • Bagby, Emilie
  • Cunningham, Wendy


A new literature on the nature of and policies for youth in Latin America is emerging, but there is still very little known about who are the most vulnerable young people. This paper aims to characterize the heterogeneity in the youth population and identify ex ante the youth that are at-risk and should be targeted with prevention programs. Using non-parametric methodologies and specialized youth surveys from Mexico and Chile, the authors quantify and characterize the different sub-groups of youth, according to the amount of risk in their lives, and find that approximately 20 percent of 18 to 24 year old Chileans and 40 percent of the same age cohort in Mexico are suffering the consequences of a range of negative behaviors. Another 8 to 20 percent demonstrate factors in their lives that pre-dispose them to becoming at-risk youth - they are the candidates for prevention programs. The analysis finds two observable variables that can be used to identify which children have a higher probability of becoming troubled youth: poverty and residing in rural areas. The analysis also finds that risky behaviors increase with age and differ by gender, thereby highlighting the need for program and policy differentiation along these two demographic dimensions.

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  • Bagby, Emilie & Cunningham, Wendy, 2007. "Early identification of at-risk youth in Latin America : an application of cluster analysis," Policy Research Working Paper Series 4377, The World Bank.
  • Handle: RePEc:wbk:wbrwps:4377

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    1. Gonzaga, Gustavo & Menezes Filho, Naercio & Terra, Cristina, 2006. "Trade liberalization and the evolution of skill earnings differentials in Brazil," Journal of International Economics, Elsevier, vol. 68(2), pages 345-367, March.
    2. N Fiess & M Fugazza & WF Maloney, 2006. "Informal Labor Markets and Macroeconomic Fluctuations," Working Papers 2006_17, Business School - Economics, University of Glasgow.
    3. Gabriel Ulyssea, 2005. "Informalidade no Mercado de Trabalho Brasileiro : Uma Resenha da Literatura," Discussion Papers 1070, Instituto de Pesquisa Econômica Aplicada - IPEA.
    4. Mortensen, Dale & Pissarides, Christopher, 2011. "Job Creation and Job Destruction in the Theory of Unemployment," Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 1, pages 1-19.
    5. Flinn, Christopher J & Heckman, James J, 1983. "Are Unemployment and Out of the Labor Force Behaviorally Distinct Labor Force States?," Journal of Labor Economics, University of Chicago Press, vol. 1(1), pages 28-42, January.
    6. Carmen Pagés-Serra & James J. Heckman, 2000. "The Cost of Job Security Regulation: Evidence from Latin American Labor Markets," Research Department Publications 4227, Inter-American Development Bank, Research Department.
    7. de Carvalho Filho, Irineu Evangelista, 2008. "Old-age benefits and retirement decisions of rural elderly in Brazil," Journal of Development Economics, Elsevier, vol. 86(1), pages 129-146, April.
    8. Mortensen, Dale T. & Pissarides, Christopher A., 1999. "Job reallocation, employment fluctuations and unemployment," Handbook of Macroeconomics,in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 18, pages 1171-1228 Elsevier.
    10. Koujianou Goldberg, Pinelopi & Pavcnik, Nina, 2003. "The response of the informal sector to trade liberalization," Journal of Development Economics, Elsevier, vol. 72(2), pages 463-496, December.
    11. Bosch, Mariano & Maloney, William, 2005. "Labor market dynamics in developing countries: comparative analysis using continuous time Markov processes," Policy Research Working Paper Series 3583, The World Bank.
    12. Robert Shimer, 2005. "The Cyclical Behavior of Equilibrium Unemployment and Vacancies," American Economic Review, American Economic Association, vol. 95(1), pages 25-49, March.
    13. Gasparini Leonardo & Leonardo Tornaroli, 2009. "Labor Informality in Latin America and the Caribbean: Patterns and Trends from Household Survey Microdata," REVISTA DESARROLLO Y SOCIEDAD, UNIVERSIDAD DE LOS ANDES-CEDE, September.
    14. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    15. Robert E. Hall, 2005. "Employment Efficiency and Sticky Wages: Evidence from Flows in the Labor Market," The Review of Economics and Statistics, MIT Press, vol. 87(3), pages 397-407, August.
    16. Ricardo Paes de Barros & Carlos Henrique Corseuil, 2004. "The Impact of Regulations on Brazilian Labor Market Performance," NBER Chapters,in: Law and Employment: Lessons from Latin America and the Caribbean, pages 273-350 National Bureau of Economic Research, Inc.
    17. Robert Shimer, 2012. "Reassessing the Ins and Outs of Unemployment," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 15(2), pages 127-148, April.
    18. Robert Shimer, 2005. "The cyclicality of hires, separations, and job-to-job transitions," Review, Federal Reserve Bank of St. Louis, issue Jul, pages 493-508.
    19. Carmen Pagés-Serra, 2000. "The Cost of Job Security Regulation: Evidence from Latin American Labor Markets," ECONOMIA JOURNAL OF THE LATIN AMERICAN AND CARIBBEAN ECONOMIC ASSOCIATION, ECONOMIA JOURNAL OF THE LATIN AMERICAN AND CARIBBEAN ECONOMIC ASSOCIATION, vol. 0(Fall 2000), pages 109-154, August.
    20. Maloney, William F., 2004. "Informality Revisited," World Development, Elsevier, vol. 32(7), pages 1159-1178, July.
    21. Evans, David S & Leighton, Linda S, 1989. "Some Empirical Aspects of Entrepreneurship," American Economic Review, American Economic Association, vol. 79(3), pages 519-535, June.
    22. Neri, Marcelo Cortes, 2006. "Informalidade," FGV/EPGE Economics Working Papers (Ensaios Economicos da EPGE) 635, FGV/EPGE - Escola Brasileira de Economia e Finanças, Getulio Vargas Foundation (Brazil).
    23. Geweke, John & Marshall, Robert C & Zarkin, Gary A, 1986. "Mobility Indices in Continuous Time Markov Chains," Econometrica, Econometric Society, vol. 54(6), pages 1407-1423, November.
    24. Jack, William, 2000. "Health insurance reform in four Latin American countries : theory and practice," Policy Research Working Paper Series 2492, The World Bank.
    25. Michael Pries & Richard Rogerson, 2005. "Hiring Policies, Labor Market Institutions, and Labor Market Flows," Journal of Political Economy, University of Chicago Press, vol. 113(4), pages 811-839, August.
    26. Maloney, William F, 1999. "Does Informality Imply Segmentation in Urban Labor Markets? Evidence from Sectoral Transitions in Mexico," World Bank Economic Review, World Bank Group, vol. 13(2), pages 275-302, May.
    27. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
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    Adolescent Health; Youth and Governance; Health Monitoring&Evaluation; Population Policies; Gender and Health;

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