Un análisis estadístico de la heterogeneidad en los mercados laborales y las tasas de desempleo en Colombia
No. 75 | 2015-01-01Autor/a(es/as)
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Camilo Alberto Cárdenas Hurtado1Banco de la República. Bogotá, Colombia. Corresponding author. ccardehu@banrep.gov.co.
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María Alejandra Hernández Montes2Banco de la República. Bogotá, Colombia. mhernamo@banrep.gov.co.
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Jhon Edwar Torres Gorron3Banco de la República. Bogotá, Colombia. jtorrego@banrep.gov.co.
Resumen
En este artículo estudiamos los factores estructurales que determinan las diferencias en las tasas de desempleo y en los mercados de trabajo de las ciudades colombianas. Utilizando información de corte transversal para 23 áreas metropolitanas, aplicamos una extensión de un método de ejes principales, análisis factorial múltiple para múltiples tablas de contingencia (MFACT), con el fin de identificar factores no observables que son relevantes para entender la heterogeneidad observada entre grupos de variables que se consideran explican las diferencias regionales en las tasas de desempleo. Nuestros resultados sugieren que las diferencias en los niveles de mano de obra calificada, incentivos a la participación laboral y la estructura etaria son importantes para entender la heterogeneidad de los mercados de trabajo y de las tasas de desempleo en Colombia. Además, un ejercicio de clustering revela que las ciudades con altas tasas de desempleo no necesariamente comparten las mismas características estructurales, esto es, las fricciones en el mercado de trabajo que dan origen al desempleo no son las mismas en las ciudades colombianas.
Referencias
ALBAGLI, E., GARCIA, P., AND RESTREPO, J. (2004). Labor market rigidities and structural shocks: An open-economy approach for international comparisons (Working Paper Series 263). Central Bank of Chile.
ARANGO, L. E. (2013). “Mercado de trabajo en Colombia: suma de partes heterogéneas”, in L. E.Arango and F.Hamann (Eds.), El mercado de trabajo en Colombia: hechos, tendencias e instituciones. Bogotá: Banco de la República.
ARANGO, L. E., AND HAMANN, F., (Eds.) (2013). El mercado de trabajo en Colombia: hechos, tendencias e instituciones.Bogotá: Banco de la República.
ARANGO, L. E., MONTENEGRO, P., AND OBANDO, N. (2013). “El desempleo en Pereira: ¿solo cuestión de remesas?”, in L. E.Arango and F.Hamann (Eds.), El mercado de trabajo en Colombia: hechos, tendencias e instituciones. Bogotá: Banco de la República.
BANDE, R., FERNÁNDEZ, M., AND MONTUENGA, V. (2008). “Regional unemployment in Spain: Disparities, business cycle and wage setting”, Labour Economics, 15:885-914. DOI: https://doi.org/10.1016/j.labeco.2007.07.009
BARÓN, J. (2013). “Sensibilidad de la oferta de migrantes internos a las condiciones del mercado laboral en las principales ciudades de Colombia”, in L. E., Arango and F., Hamann, (Eds.), El mercado de trabajo en Colombia: hechos, tendencias e instituciones. Bogotá: Banco de la República.
BÉCUE-BERTAUT, M., AND PAGÈS, J. (2004). “A principal axes method for comparing contingency tables: MFACT”. Computational Statistics & Data Analysis, 45(3):481-503. DOI: https://doi.org/10.1016/S0167-9473(03)00003-3
BÉCUE-BERTAUT, M., AND PAGÈS, J. (2008). “Multiple factor analysis and clustering of a mixture of quantitative, categorical and frequency data”. Computational Statistics & Data Analysis, 52(6):3255-3268. DOI: https://doi.org/10.1016/j.csda.2007.09.023
BIFFL, G. (1998). “The Impact of Demographic Changes on Labor Supply”. Austrian Economic Quarterly, 3(4):219-228.
BLANCHARD, O., AND KATZ, L. (1992). “Regional Evolutions”,Brookings Papers on Economic Activity, 23(1):1-75. DOI: https://doi.org/10.2307/2534556
BLANCHFLOWER, D. (2006). A cross-country study of union membership (Discussion Papers 2016). IZA. DOI: https://doi.org/10.2139/ssrn.892338
BLUNDELL, R., AND MACURTY, T. (1999). “Labor Supply: A review of alternative approaches”, in O.Ashenfelter and D.Card (Eds.), Handbook of Labor Economics (vol. 3a, chap. 27, pp. 1559-1695). Amsterdam: Elsevier Science. DOI: https://doi.org/10.1016/S1573-4463(99)03008-4
BRUECKNER, J., THISSE, J. F., AND ZENOU, Y. (2002). “Local labor markets, job matching and urban location”, International Economic Review, 43(1):155-171. DOI: https://doi.org/10.1111/1468-2354.t01-1-00007
BRUNELLO, G., LUPI, C., AND ORDINE, P. (2000). “Regional disparities and the Italian NAIRU”, Oxford Economic Papers, 52:146-177. DOI: https://doi.org/10.1093/oep/52.1.146
BURDETT, K., AND MORTESEN, D. (1998). “Wage differentials, employer size and unemployment”. International Economic Review, 39(2):257-273. DOI: https://doi.org/10.2307/2527292
CAHUC, R., AND ZYLBERBERG, A. (2004). Labor economics. Cambridge, MA: MIT Press.
CHAWLA, M., BETCHERMAN, G., AND BANERJI, A. (2007). From red to gray: The “third transition” of aging populations in Eastern Europe and the former Soviet Union. The World Bank. DOI: https://doi.org/10.1596/978-0-8213-7129-9
DA ROCHA, J., AND FUSTER, L. (2006). “Why are fertility rates and female employment ratios positively correlated across OECD countries?”, International Economic Review, 47(4):1187-1222. DOI: https://doi.org/10.1111/j.1468-2354.2006.00410.x
DARITY, W., AND MASON, P. (1998). “Evidence on discrimination in employment: Codes of color, codes of gender”, The Journal of Economic Perspectives, 12(2):63-90. DOI: https://doi.org/10.1257/jep.12.2.63
De FIGUEIREDO, F. A. (2010). “Dynamics of regional unemployment rates in Brazil: Fractional behavior, structural breaks and Markov switching”, Economic Modelling, 27:900-908. DOI: https://doi.org/10.1016/j.econmod.2010.05.018
DÉTANG-DESSENDRE, C., AND GAIGNÉ, C. (2009). “Unemployment duration, city size and the tightness of the labor market”. Regional Science and Urban Economics, 39:266-276. DOI: https://doi.org/10.1016/j.regsciurbeco.2009.01.003
DÍAZ, A. M. (2011). Spatial unemployment differentials in Colombia (Discussion Papers 14). Institut de Recherches Économiques et Sociales de l’Université catholique de Louvain.
DÍAZ, A. M. (2013). “The employment advantages of skilled urban municipalities in Colombia”, Ensayos sobre Política Económica, 31(70):315-366. DOI: https://doi.org/10.1016/S0120-4483(13)70035-6
EGGERT, W., KRIEGER, T., AND MEIER, V. (2010). “Education, unemployment and migration”, Journal of Public Economics, (94):354-362. DOI: https://doi.org/10.1016/j.jpubeco.2010.01.005
ELHORST, P. (2003). “The mystery of regional unemployment differentials: Theoretical and empirical explanations”, Journal of economic surveys, 17(5):709-748. DOI: https://doi.org/10.1046/j.1467-6419.2003.00211.x
EPIFANI, P., AND GANCIA, G. A. (2005). “Trade, migration and regional unemployment”, Regional Science and Urban Economics, 35(6):625-644. DOI: https://doi.org/10.1016/j.regsciurbeco.2004.09.003
ESCOFIER, B., AND PAGÈS, J. (1994). “Multiple factor analysis (afmult package)”, Computational Statistics and Data Analysis, 18(1):121-140. DOI: https://doi.org/10.1016/0167-9473(94)90135-X
ESCOFIER, B., AND PAGÈS, J. (2008). Analyses factorielles simples et multiples. Objectifs, méthodes et interprétation. Paris: Dunod.
FARBER, H. (1986). “The analysis of union behavior”, in O.Ashenfelter and D.Card (Eds.), Handbook of Labor Economics (vol. 2, chap. 18, pp. 1039-1089). Amsterdam: Elsevier Science. DOI: https://doi.org/10.1016/S1573-4463(86)02008-4
FLEISHER, M., AND RHODES, G. (1976). “Unemployment and the labor force participation of married men and women: A simultaneous model”, The Review of Economics and Statistics, 58(4):398-406. DOI: https://doi.org/10.2307/1935871
FREEMAN, R. (2009). Labor regulations, unions and social protection in developing countries: Market distortions or efficient institutions? (Working Paper Series 14789). NBER. DOI: https://doi.org/10.3386/w14789
FURNHAM, A. (1985). “Youth unemployment: A literature review”. Journal of Adolescence, 8(2):109-124. DOI: https://doi.org/10.1016/S0140-1971(85)80041-5
GALVIS, J. (2002). Integración regional de los mercados laborales en Colombia: 1984-2000 (Documentos de Trabajo sobre Economía Regional 27). Banco de la República.
GAMARRA, J. (2005). ¿Se comportan igual las tasas de desempleo de las siete principales ciudades colombianas? (Documentos de Trabajo sobre Economía Regional 55). Banco de la República.
GARCILAZO, J., AND SPIEZIA, V. (2007). “Regional unemployment clusters: Neighborhood and state effects in Europe and North America”, The Review of Regional Studies, 37(3):282-302. DOI: https://doi.org/10.52324/001c.8298
GOMES, F. A., AND DA SILVA, C. G. (2009). “Hysteresis versus NAIRU and convergence versus divergence: The behavior of regional unemployment rates in Brazil”, The Quarterly Review of Economics and Finance, 49:308-322. DOI: https://doi.org/10.1016/j.qref.2007.03.009
GREENACRE, M. (2007). Correspondence analysis in practice. Boca Raton, FL: Chapman & Hall. DOI: https://doi.org/10.1201/9781420011234
HIRSCH, B. (1997). “Unionization and economic performance: Evidence on productivity, profits, investment and growth”,E.Milhar (Ed.), Unions and Right-to-Work Laws (pp. 35-70). Vancouver: The Frazer Institute.
HUSSON, F., AND JOSSE, J. (2013). “Handling missing values in multiple factor analysis”,Food Quality and Preference, 30:77-85. DOI: https://doi.org/10.1016/j.foodqual.2013.04.013
HUSSON, E., JOSSE, J., AND LÊ, S. (2008). “FactoMineR: An R package for multivariate analysis”, Journal of Statistical Software, 25(1):1-18.
HUSSON, E., JOSSE, J., AND PAGÈS, J. (2010). Principal component methods, hierarchical clustering, partitional clustering: Why would we need to choose for visualizing data? (Technical Reports – Laboratoire de Mathématiques Appliquées, AgroCampus- OUEST, Rennes, France).
IZRAELI, O., AND MURPHY, K. (2003). “The effect of industrial diversity on state unemployment rate and per capita income”, The annals of Regional Science, 37:1-14. DOI: https://doi.org/10.1007/s001680200100
JARAMILLO, C., ROMERO, C., AND NUPIA, O. (2000). Integración en el mercado laboral colombiano: 1945-1998 (Borradores de Economía 148). Banco de la República. DOI: https://doi.org/10.32468/be.148
JOHNSON, R., AND WICHERN, D. (2007). Applied multivariate statistical analysis. Upper Saddle River, NJ: Pearson-Prentice Hall.
KRUGMAN, P. (1995). Development, geography and economic theory. Cambridge, MA: The MIT Press. DOI: https://doi.org/10.7551/mitpress/2389.001.0001
KRUSELL, P., AND RUDANKO, L. (2013). Unions in a frictional labor market (Working Paper Series 18128). NBER. DOI: https://doi.org/10.3386/w18218
LANZAFAME, M. (2010). “The nature of regional unemployment in Italy”, Empirical Economics, 39:877-895. DOI: https://doi.org/10.1007/s00181-009-0331-5
LEBART, L. (1994). “Complementary use of correspondence analysis and cluster analysis”, in M.Greenacre and J.Blasius (Eds.), Correspondence analysis in the social sciences (pp. 162-178). San Diego, CA: Academic Press.
LERMAN, R., AND SCHMIDT, S. (1999). An overview of economic, social and demographic trends affecting the U.S labor market: Final report (Technical report). The Urban Institute-United States Department of Labor.
LEWIS, H. G. (1986). “Union relative wage effects”, in O.Ashenfelter and D.Card, (Eds.), Handbook of Labor Economics (vol. 2, chap. 20, pp. 1139-1181). Amsterdam: Elsevier Science. DOI: https://doi.org/10.1016/S1573-4463(86)02010-2
LONG, R. (1993). “The effect of unionization on employment growth of Canadian companies”, Industrial and Labor Relations Review, 46(4):691-703. DOI: https://doi.org/10.1177/001979399304600407
LOTTMAN, F. (2012). Explaining regional unemployment differences in Germany: A spatial panel data analysis (Discussion Papers 26). SFB 649 Humboldt-Universität zu Berlin.
MALIZIA, E., AND KE, S. (1993). “The influence of economic diversity on unemployment and stability”, Journal of Regional Science, 33(2):221-235. DOI: https://doi.org/10.1111/j.1467-9787.1993.tb00222.x
MARSTON, S. (1985). “Two views of the geographic distribution of unemployment”, The Quarterly Journal of Economics, 100(1):57-79. DOI: https://doi.org/10.2307/1885735
MARTÍNEZ, C. (2013). Descenso de la fecundidad, participación laboral de la mujer y reducción de la pobreza en Colombia, 1990-2010. Estudio a profundidad basado en las Encuestas Nacionales de Demografía y Salud (ENDS) 1990-2010. Bogotá: Profamilia.
MEDINA, C., POSSO, C., AND TAMAYO, J. (2011). Costos de la violencia urbana y políticas públicas: algunas lecciones de Medellín (Borradores de Economía 614). Banco de la República.
MINCER, J. (1981). Union effects: Wages, turnover and job training (Working Paper Series 808). NBER. DOI: https://doi.org/10.3386/w0808
MINCER, J. (1991). Education and unemployment (Working Paper Series 3838). NBER. DOI: https://doi.org/10.3386/w3838
MORETTI, E. (2010). “Local multipliers”, American Economic Review, Papers and Proceedings, 2(100):1-7. DOI: https://doi.org/10.1257/aer.100.2.373
MORETTI, E. (2012). The new geography of jobs. New York, NY: Houghton Mifflin Harcourt Publishing Company.
OBERST, C., AND OELGEMOLLËR, J. (2013). Economic growth and regional labor market development in German regions: Okun's law in a spatial context (Working Paper Series 5). FCN. DOI: https://doi.org/10.2139/ssrn.2240260
OKUN, A. (1962). Potential GDP: Its measure and significance (Working Papers 190). Cowles Foundation, Yale University.
OVERMAN, H., PUGA, D., AND HYLKE, V. (2002). “Unemployment clusters across Europe's regions and countries”, Economic Policy, 17(34):115-147. DOI: https://doi.org/10.1111/1468-0327.00085
PAGÈS, J. (2002). “Analyse factorielle multiple appliqué aux variables qualitatives et aux données mixtes”, Revue de Statistique Appliquée, 50(4):5-37.
PAGÈS, J. (2004). “Multiple factor analysis: Main features and application to sensory data”, Revista Colombiana de Estadística, 27(1):1-26.
PEÑA, D. (2002). Análisis de datos multivariantes. Madrid: McGraw Hill.
PISSARIDES, C., AND WADSWORTH, J. (1989). “Unemployment and the Inter-regional mobility of labour”, The Economic Journal, 99(397):739-755. DOI: https://doi.org/10.2307/2233768
R CORE TEAM (2013). R: A language and environment for statistical computing. Vienna: R Foundation for Statistical Computing.
URRUTIA, M., (Ed.) (2001). Empleo y economía. Bogotá: Banco de la República. DOI: https://doi.org/10.32468/Ebook.664-099-X
VILORIA, J. (2006). Educación superior en el Caribe colombiano: análisis de cobertura y calidad (Documentos de Trabajo sobre Economía Regional 69). Banco de la República.
VISSER, J. (2006). “Union membership statistics in 24 countries”, Monthly Labor Review, Issue 3. pp. 38-49. Bureau of Labor Statistics.
WALDEN, M. (2012). “Explaining differences in state unemployment rates during the great recession”, The Journal of Regional Analysis and Policy, 42(3):251-257.
WINTERS, J. (2013). “Human capital externalities and employment differences across metropolitan areas of the USA”, Journal of Economic Geography, 13:799-822. DOI: https://doi.org/10.1093/jeg/lbs046
YARCE, W. (2000). El desempleo estructural y la tasa natural de desempleo: algunas consideraciones teóricas y su estado actual en Colombia (Lecturas de Economía 52). Universidad de Antioquia.