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An Exploratory Analysis of Heterogeneity on Regional Labour Markets and Unemployment Rates in Colombia: An MFACT approach

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  • Camilo Alberto Cárdenas Hurtado
  • María Alejandra Hernández Montes
  • Jhon Edwar Torres Gorron

Abstract

In this paper we study the structural determinants of differentials in unemployment rates and labour markets’ performance for colombian cities. Following the framework proposed by Elhorst (2003) and using cross-sectional data for 23 metropolitan areas, we apply an extension of a principal axes method proposed by Bécue-Bertaut and Pagès (2004, 2008), Multiple Factor Analysis for Multiple Contingency Tables (MFACT), in order to establish unobserved factors that are relevant when disentangling the heterogeneity captured by groups of variables that are considered to explain regional unemployment differentials. Our findings suggest that differences on qualified labour supply levels, participation incentives and age structure are important to understand regional heterogeneity on labour markets and unemployment rates. In addition, we find that cities that display high unemployment rates do not necessarily share the same characteristics, that is, frictions that originate unemployment are not the same across colombian cities.

Suggested Citation

  • Camilo Alberto Cárdenas Hurtado & María Alejandra Hernández Montes & Jhon Edwar Torres Gorron, 2014. "An Exploratory Analysis of Heterogeneity on Regional Labour Markets and Unemployment Rates in Colombia: An MFACT approach," Borradores de Economia 11122, Banco de la Republica.
    • Handle: RePEc:col:000094:011122
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    1. Eggert, Wolfgang & Krieger, Tim & Meier, Volker, 2010. "Education, unemployment and migration," Journal of Public Economics, Elsevier, vol. 94(5-6), pages 354-362, June.
    2. Bande, Roberto & Fernández, Melchor & Montuenga, Víctor, 2008. "Regional unemployment in Spain: Disparities, business cycle and wage setting," Labour Economics, Elsevier, vol. 15(5), pages 885-914, October.
    3. Oded Izraeli & Kevin J. Murphy, 2003. "The effect of industrial diversity on state unemployment rate and per capita income," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 37(1), pages 1-14, February.
    4. Enrico Moretti, 2010. "Local Multipliers," American Economic Review, American Economic Association, vol. 100(2), pages 373-377, May.
    5. J. Paul Elhorst, 2003. "The Mystery of Regional Unemployment Differentials: Theoretical and Empirical Explanations," Journal of Economic Surveys, Wiley Blackwell, vol. 17(5), pages 709-748, December.
    6. Jaramillo, Carlos Felipe & Nupia, Oskar Andrés & Romero, Carmen Astrid, 2001. "Integración en el mercado laboral colombiano : 1945-1998," Chapters, in: Meisel-Roca, Adolfo (ed.), Regiones, ciudades y crecimiento económico en Colombia, chapter 3, pages 91-146, Banco de la Republica de Colombia.
    7. Détang-Dessendre, Cécile & Gaigné, Carl, 2009. "Unemployment duration, city size, and the tightness of the labor market," Regional Science and Urban Economics, Elsevier, vol. 39(3), pages 266-276, May.
    8. José R. Gamarra V., 2005. "¿Se comportan igual las tasas de desempleo de las siete principales ciudades colombianas?," Documentos de Trabajo Sobre Economía Regional y Urbana 3831, Banco de la República, Economía Regional.
    9. Becue-Bertaut, Monica & Pages, Jerome, 2004. "A principal axes method for comparing contingency tables: MFACT," Computational Statistics & Data Analysis, Elsevier, vol. 45(3), pages 481-503, April.
    10. Krusell, Per & Rudanko, Leena, 2016. "Unions in a frictional labor market," Journal of Monetary Economics, Elsevier, vol. 80(C), pages 35-50.
    11. Gomes, Fábio Augusto Reis & da Silva, Cleomar Gomes, 2009. "Hysteresis versus NAIRU and convergence versus divergence: The behavior of regional unemployment rates in Brazil," The Quarterly Review of Economics and Finance, Elsevier, vol. 49(2), pages 308-322, May.
    12. Fleisher, Belton M & Rhodes, George, 1976. "Unemployment and the Labor Force Participation of Married Men and Women: A Simultaneous Model," The Review of Economics and Statistics, MIT Press, vol. 58(4), pages 398-406, November.
    13. Richard B. Freeman, 2009. "Labor Regulations, Unions, and Social Protection in Developing Countries: Market distortions or Efficient Institutions?," NBER Working Papers 14789, National Bureau of Economic Research, Inc.
    14. Jan K. Brueckner & Jacques-FranÁois Thisse & Yves Zenou, 2002. "Local Labor Markets, Job Matching, and Urban Location," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 43(1), pages 155-171, February.
    15. John V. Winters, 2013. "Human capital externalities and employment differences across metropolitan areas of the USA," Journal of Economic Geography, Oxford University Press, vol. 13(5), pages 799-822, September.
    16. Matteo Lanzafame, 2010. "The nature of regional unemployment in Italy," Empirical Economics, Springer, vol. 39(3), pages 877-895, December.
    17. Blanchflower, David G., 2006. "A Cross-Country Study of Union Membership," IZA Discussion Papers 2016, Institute of Labor Economics (IZA).
    18. Olivier Jean Blanchard & Lawrence F. Katz, 1992. "Regional Evolutions," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 23(1), pages 1-76.
    19. José María Da Rocha & Luisa Fuster, 2006. "Why Are Fertility Rates And Female Employment Ratios Positively Correlated Across O.E.C.D. Countries?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(4), pages 1187-1222, November.
    20. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    21. Pissarides, Christopher A & Wadsworth, Jonathan, 1989. "Unemployment and the Inter-regional Mobility of Labour," Economic Journal, Royal Economic Society, vol. 99(397), pages 739-755, September.
    22. Gupta, Kanhaya L, 1975. "Factor Prices, Expectations, and Demand for Labor," Econometrica, Econometric Society, vol. 43(4), pages 757-770, July.
    23. Gudrun Biffl, 1998. "The Impact of Demographic Changes on Labor Supply. Main Facts and Trends," Austrian Economic Quarterly, WIFO, vol. 3(4), pages 219-228, October.
    24. Luis Eduardo Arango Thomas, 2011. "Mercado de trabajo de Colombia: suma de partes heterogéneas," Borradores de Economia 9006, Banco de la Republica.
    25. Pierre Cahuc & André Zylberberg, 2004. "Labor Economics," MIT Press Books, The MIT Press, edition 1, volume 1, number 026203316x, December.
    26. Jacob Mincer, 1991. "Education and Unemployment," NBER Working Papers 3838, National Bureau of Economic Research, Inc.
    27. Brunello, Giorgio & Lupi, Claudio & Ordine, Patrizia, 2000. "Regional Disparities and the Italian NAIRU," Oxford Economic Papers, Oxford University Press, vol. 52(1), pages 146-177, January.
    28. Carlos Medina & Christian Posso & Jorge Andrés Tamayo, 2011. "Costos de la violencia urbana y políticas públicas: algunas lecciones de Medellín," Borradores de Economia 674, Banco de la Republica de Colombia.
    29. Escofier, B. & Pages, J., 1994. "Multiple factor analysis (AFMULT package)," Computational Statistics & Data Analysis, Elsevier, vol. 18(1), pages 121-140, August.
    30. Luis Eduardo Arango & Paola Montenegro & Nataly Obando, 2011. "El desempleo en Pereira: ¿sólo cuestión de remesas?," Borradores de Economia 7871, Banco de la Republica.
    31. Joaquín Viloria de la Hoz, 2006. "Educación superior en el Caribe Colombiano: Análisis de cobertura y calidad," Documentos de trabajo sobre Economía Regional y Urbana 69, Banco de la Republica de Colombia.
    32. repec:eee:labchp:v:2:y:1986:i:c:p:1139-1181 is not listed on IDEAS
    33. Mukesh Chawla & Gordon Betcherman & Arup Banerji, 2007. "From Red to Gray : The "Third Transition" of Aging Populations in Eastern Europe and the Former Soviet Union," World Bank Publications - Books, The World Bank Group, number 6741, December.
    34. repec:eee:labchp:v:2:y:1986:i:c:p:1039-1089 is not listed on IDEAS
    35. repec:rre:publsh:v:37:y:2007:i:3:p:282-302 is not listed on IDEAS
    36. William A. Darity & Patrick L. Mason, 1998. "Evidence on Discrimination in Employment: Codes of Color, Codes of Gender," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 63-90, Spring.
    37. Elías Albagli & Pablo García & Jorge Restrepo, 2004. "Labor Market Rigidity and Structural Shocks: An Open-Economy Approach for International Comparisons," Working Papers Central Bank of Chile 263, Central Bank of Chile.
    38. de Figueiredo, Erik Alencar, 2010. "Dynamics of regional unemployment rates in Brazil: Fractional behavior, structural breaks, and Markov switching," Economic Modelling, Elsevier, vol. 27(5), pages 900-908, September.
    39. Oberst, Christian & Oelgemöller, Jens, 2013. "Economic Growth and Regional Labor Market Development in German Regions: Okun’s Law in a Spatial Context," FCN Working Papers 5/2013, E.ON Energy Research Center, Future Energy Consumer Needs and Behavior (FCN).
    40. Burdett, Kenneth & Mortensen, Dale T, 1998. "Wage Differentials, Employer Size, and Unemployment," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(2), pages 257-273, May.
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    Cited by:

    1. Luis Eduardo Arango & Gabriela Bonilla, 2015. "Human capital agglomeration and social returns to education in Colombia," Borradores de Economia 12788, Banco de la Republica.
    2. Arango, Luis E. & Castellani, Francesca & Obando, Nataly, 2019. "Heterogeneous labour demand in the Colombian manufacturing sector," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 53(1), pages 1-1.
    3. Ham Andrés & Maldonado Darío & Guzmán-Gutiérrez Carlos Santiago, 2021. "Recent trends in the youth labor market in Colombia: Diagnosis and policy challenges," IZA Journal of Labor Policy, Sciendo & Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 11(1), pages 1-62, January.
    4. Luis E. Arango & Luz A. Flórez, 2020. "Determinants of structural unemployment in Colombia: a search approach," Empirical Economics, Springer, vol. 58(5), pages 2431-2464, May.
    5. Cristina Fernández, 2019. "Empleo y emprendimiento en Bogotá," Informes de Investigación 17931, Fedesarrollo.
    6. Enrique López-Bazo & Juan C. Duque & Gustavo A. García & Paula Herrera-Idágarra, 2015. "Heterogeneidad regional en las diferencias por género en las tasas de desempleo en Colombia," IDB Publications (Working Papers) 89037, Inter-American Development Bank.
    7. Luis E. Arango & Luz A. Flórez & María A. Olarte-Delgado, 2019. "Precio del carbón y dinámica laboral en Valledupar," Revista de Economía del Rosario, Universidad del Rosario, vol. 22(2), pages 313-370, December.
    8. Luis Eduardo Arango & Ana María Ríos, 2015. "Duración del desempleo en Colombia: género, intensidad de búsqueda y anuncios de vacantes," BORRADORES DE ECONOMIA 012528, BANCO DE LA REPÚBLICA.
    9. Luis E. Arango & Luz A. Flórez, 2017. "Informalidad laboral y elementos para un salario mínimo diferencial por regiones en Colombia," Borradores de Economia 1023, Banco de la Republica de Colombia.
    10. Luis Eduardo Arango & Ana María Ríos, 2015. "Duración del desempleo en Colombia: género, intensidad de búsqueda y anuncios de vacantes," Borradores de Economia 866, Banco de la Republica de Colombia.
    11. Luis E. Arango & Francesca Castellani & Nataly Obando, 2016. "It is mainly about where you work! Labor demand in the Colombian manufacturing sector," Borradores de Economia 933, Banco de la Republica de Colombia.
    12. Luis E. Arango & Francesca Castellani & Nataly Obando, 2016. "It is mainly about where you work! Labor demand in the Colombian manufacturing sector," Borradores de Economia 933, Banco de la Republica de Colombia.

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    More about this item

    Keywords

    Unemployment rate; regional; heterogeneity; differentials; factor analysis;
    All these keywords.

    JEL classification:

    • R23 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Regional Migration; Regional Labor Markets; Population
    • J40 - Labor and Demographic Economics - - Particular Labor Markets - - - General

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