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Two Stories of Wage Dynamics in Latin America: Different Policies, Different Outcomes

Author

Listed:
  • Canavire Bacarreza, Gustavo J.

    (World Bank)

  • Carvajal-Osorio, Luis C.

    (Universidad EAFIT)

Abstract
This article explores the variation in the wage distributions of two Latin American countries, Bolivia and Colombia, which have had different political and economic strategies in recent years. Using data from household surveys, a decomposition of the wage distribution in each country using functional principal component analysis is conducted. The results suggest that Bolivia, which has implemented left-wing economic policies, has experienced a general increase in wages, especially benefiting the least skilled workers and the informal sector. On the other hand, the wage distribution in Colombia, whose economic policy has focused on free-market principles, has become more concentrated around the median wage, mainly due to changes in formal sector wages.

Suggested Citation

  • Canavire Bacarreza, Gustavo J. & Carvajal-Osorio, Luis C., 2018. "Two Stories of Wage Dynamics in Latin America: Different Policies, Different Outcomes," IZA Discussion Papers 11584, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp11584
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    1. Nicole M. Fortin & Thomas Lemieux, 1997. "Institutional Changes and Rising Wage Inequality: Is There a Linkage?," Journal of Economic Perspectives, American Economic Association, vol. 11(2), pages 75-96, Spring.
    2. repec:hal:spmain:info:hdl:2441/eu4vqp9ompqllr09j003nctkn is not listed on IDEAS
    3. Juan Pablo Atal & Hugo Nopo & Natalia Winder, 2009. "New Century, Old Disparities: Gender and Ethnic Wage Gaps in Latin America," Research Department Publications 4640, Inter-American Development Bank, Research Department.
    4. Gustavo Canavire-Bacarreza & Fernando Rios-Avila, 2015. "On the Determinants of Changes in Wage Inequality in Bolivia," Economics Working Paper Archive wp_835, Levy Economics Institute.
    5. DiNardo, John & Fortin, Nicole M & Lemieux, Thomas, 1996. "Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach," Econometrica, Econometric Society, vol. 64(5), pages 1001-1044, September.
    6. Miguel Urrutia & Mauricio Ruiz, 2010. "Ciento setenta años de salarios reales en Colombia," Revista ESPE - Ensayos sobre Política Económica, Banco de la Republica de Colombia, vol. 28(63), pages 154-189, December.
    7. Alejandro Badel & Ximena Peña, 2010. "Decomposing the Gender Wage Gap with Sample Selection Adjustment: Evidence from Colombia," Revista de Analisis Economico – Economic Analysis Review, Universidad Alberto Hurtado/School of Economics and Business, vol. 25(2), pages 169-191, Diciembre.
    8. Giovanni Andrea Cornia, 2012. "Inequality Trends and their Determinants: Latin America over 1990-2010," WIDER Working Paper Series wp-2012-009, World Institute for Development Economic Research (UNU-WIDER).
    9. Jean‐Marc Robin, 2011. "On the Dynamics of Unemployment and Wage Distributions," Econometrica, Econometric Society, vol. 79(5), pages 1327-1355, September.
    10. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    11. Leonardo Gasparini & Nora Lustig, 2011. "The Rise and Fall of Income Inequality in Latin America," Working Papers 1110, Tulane University, Department of Economics.
    12. Francine D. Blau & Lawrence M. Kahn, 2017. "The Gender Wage Gap: Extent, Trends, and Explanations," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 789-865, September.
    13. Katz, Lawrence F. & Autor, David H., 1999. "Changes in the wage structure and earnings inequality," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 26, pages 1463-1555, Elsevier.
    14. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    15. Kim P. Huynh & David T. Jacho‐Chávez, 2010. "Firm size distributions through the lens of functional principal components analysis," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(7), pages 1211-1214, November/.
    16. Carla Canelas & Silvia Salazar, 2014. "Gender and ethnic inequalities in LAC countries," IZA Journal of Labor & Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-15, December.
    17. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    18. William Maloney & Jairo Mendez, 2004. "Measuring the Impact of Minimum Wages. Evidence from Latin America," NBER Chapters, in: Law and Employment: Lessons from Latin America and the Caribbean, pages 109-130, National Bureau of Economic Research, Inc.
    19. Azam, Mehtabul, 2012. "Changes in Wage Structure in Urban India, 1983–2004: A Quantile Regression Decomposition," World Development, Elsevier, vol. 40(6), pages 1135-1150.
    20. repec:eee:labchp:v:3:y:1999:i:pb:p:2859-2939 is not listed on IDEAS
    21. Kim P. Huynh & Yuri Ostrovsky & Robert J. Petrunia & Marcel C. Voia, 2017. "Industry shutdown rates and permanent layoffs: evidence from firm-worker matched data," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 6(1), pages 1-31, December.
    22. Behrman, Jere R., 1999. "Labor markets in developing countries," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 43, pages 2859-2939, Elsevier.
    23. Leonardo Fabio Morales & Carlos Medina, 2017. "Assessing the Effect of Payroll Taxes on Formal Employment: The Case of the 2012 Tax Reform in Colombia," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2017), pages 75-124, November.
    24. Huynh, Kim P. & Jacho-Chávez, David T. & Kryvtsov, Oleksiy & Shepotylo, Oleksandr & Vakhitov, Volodymyr, 2016. "The evolution of firm-level distributions for Ukrainian manufacturing firms," Journal of Comparative Economics, Elsevier, vol. 44(1), pages 148-162.
    25. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    26. Huynh, Kim P. & Jacho-Chávez, David T. & Petrunia, Robert J. & Voia, Marcel, 2011. "Functional Principal Component Analysis of Density Families With Categorical and Continuous Data on Canadian Entrant Manufacturing Firms," Journal of the American Statistical Association, American Statistical Association, vol. 106(495), pages 858-878.
    27. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    28. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    29. Giovanni Andrea Cornia, 2012. "Inequality Trends and their Determinants: Latin America over 1990-2010," Working Papers - Economics wp2012_02.rdf, Universita' degli Studi di Firenze, Dipartimento di Scienze per l'Economia e l'Impresa.
    30. Moshe Buchinsky, 1998. "The dynamics of changes in the female wage distribution in the USA: a quantile regression approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 13(1), pages 1-30.
    31. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    32. Ba M. Chu & Kim Huynh & David T. Jacho-Chávez & Oleksiy Kryvtsov, 2018. "On the Evolution of the United Kingdom Price Distributions," Staff Working Papers 18-25, Bank of Canada.
    33. repec:hal:spmain:info:hdl:2441/5901 is not listed on IDEAS
    34. Wiji Arulampalam & Alison L. Booth & Mark L. Bryan, 2007. "Is There a Glass Ceiling over Europe? Exploring the Gender Pay Gap across the Wage Distribution," ILR Review, Cornell University, ILR School, vol. 60(2), pages 163-186, January.
    35. Ozan Bakis & Sezgin Polat, 2015. "Wage inequality in Turkey, 2002–10," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 23(1), pages 169-212, January.
    36. Melly, Blaise, 2005. "Decomposition of differences in distribution using quantile regression," Labour Economics, Elsevier, vol. 12(4), pages 577-590, August.
    37. Arango-Thomas, Luis Eduardo & Obando, Nataly & Posada, Carlos Esteban, 2012. "Los salarios reales a lo largo del ciclo económico en Colombia," Chapters, in: Arango-Thomas, Luis Eduardo & Hamann-Salcedo, Franz Alonso (ed.), El mercado de trabajo en Colombia : hechos, tendencias e instituciones, chapter 13, pages 545-585, Banco de la Republica de Colombia.
    38. Juan Pablo Atal & Hugo Nopo & Natalia Winder, 2009. "New Century, Old Disparities: Gender and Ethnic Wage Gaps in Latin America," Research Department Publications 4640, Inter-American Development Bank, Research Department.
    39. Pablo Acosta & Guillermo Cruces & Sebastian Galiani & Leonardo Gasparini, 2019. "Educational upgrading and returns to skills in Latin America: evidence from a supply–demand framework," Latin American Economic Review, Springer;Centro de Investigaciòn y Docencia Económica (CIDE), vol. 28(1), pages 1-20, December.
    40. Fernández, Manuel & Messina, Julián, 2018. "Skill premium, labor supply, and changes in the structure of wages in Latin America," Journal of Development Economics, Elsevier, vol. 135(C), pages 555-573.
    41. Pablo Astorga, 2015. "Functional Inequality in Latin America: News from the Twentieth Century," Oxford Economic and Social History Working Papers _135, University of Oxford, Department of Economics.
    42. Leopoldo Tornarolli & Diego Battistón & Leonardo Gasparini & Pablo Gluzmann, 2014. "Exploring Trends in Labor Informality in Latin America, 1990-2010," CEDLAS, Working Papers 0159, CEDLAS, Universidad Nacional de La Plata.
    43. repec:unu:wpaper:wp2012-09 is not listed on IDEAS
    44. Juhn, Chinhui & Murphy, Kevin M & Pierce, Brooks, 1993. "Wage Inequality and the Rise in Returns to Skill," Journal of Political Economy, University of Chicago Press, vol. 101(3), pages 410-442, June.
    45. Blau, Francine D & Kahn, Lawrence M, 1996. "International Differences in Male Wage Inequality: Institutions versus Market Forces," Journal of Political Economy, University of Chicago Press, vol. 104(4), pages 791-836, August.
    46. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2006. "The Polarization of the U.S. Labor Market," American Economic Review, American Economic Association, vol. 96(2), pages 189-194, May.
    47. Panizza, Ugo & Qiang, Christine Zhen-Wei, 2005. "Public-private wage differential and gender gap in Latin America: Spoiled bureaucrats and exploited women?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 34(6), pages 810-833, December.
    48. Andr�s Felipe Garc�a-Suaza & Juan Carlos Guataqu� & Jos� Alberto Guerra & Dar�o Maldonado, 2014. "Beyond the Mincer equation: the internal rate of return to higher education in Colombia," Education Economics, Taylor & Francis Journals, vol. 22(3), pages 328-344, June.
    49. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    50. Gustavo Canavire-Bacarreza & Fernando Rios-Avila, 2017. "On the Determinants of Changes in Wage Inequality in Urban Bolivia," Journal of Human Development and Capabilities, Taylor & Francis Journals, vol. 18(4), pages 464-496, October.
    51. Kim Huynh & David Jacho-Chávez & Robert Petrunia & Marcel Voia, 2015. "A nonparametric analysis of firm size, leverage and labour productivity distribution dynamics," Empirical Economics, Springer, vol. 48(1), pages 337-360, February.
    52. King, Robert G. & Rebelo, Sergio T., 1999. "Resuscitating real business cycles," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 14, pages 927-1007, Elsevier.
    53. Fitoussi, Jean-Paul, 1994. "Wage Distribution and Unemployment: The French Experience," American Economic Review, American Economic Association, vol. 84(2), pages 59-64, May.
    54. Carla Canelas & Silvia Salazar, 2014. "Gender and Ethnic Inequalities in LAC Countries," Post-Print halshs-00973891, HAL.
    55. repec:hal:wpspec:info:hdl:2441/eu4vqp9ompqllr09j003nctkn is not listed on IDEAS
    56. Ramos, Raul & Duque, Juan C. & Surinach, Jordi, 2010. "Is the wage curve formal or informal? Evidence for Colombia," Economics Letters, Elsevier, vol. 109(2), pages 63-65, November.
    57. Betcherman, Gordon, 2014. "Labor market regulations : what do we know about their impacts in developing countries ?," Policy Research Working Paper Series 6819, The World Bank.
    58. Yamada, Gustavo, 1996. "Urban Informal Employment and Self-Employment in Developing Countries: Theory and Evidence," Economic Development and Cultural Change, University of Chicago Press, vol. 44(2), pages 289-314, January.
    59. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    60. Richard B. Freeman & Remco H. Oostendorp, 2002. "Wages Around the World: Pay across Occupations and Countries," International Economic Association Series, in: Richard B. Freeman (ed.), Inequality Around the World, chapter 2, pages 5-37, Palgrave Macmillan.
    61. Li, Qi & Racine, Jeff, 2003. "Nonparametric estimation of distributions with categorical and continuous data," Journal of Multivariate Analysis, Elsevier, vol. 86(2), pages 266-292, August.
    62. World Bank, 2017. "World Development Indicators 2017," World Bank Publications - Books, The World Bank Group, number 26447.
    63. Carla Canelas & Silvia Salazar, 2014. "Gender and Ethnic Inequalities in LAC Countries," Documents de travail du Centre d'Economie de la Sorbonne 14021r, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne, revised Jul 2014.
    64. J. B. Taylor & M. Woodford (ed.), 1999. "Handbook of Macroeconomics," Handbook of Macroeconomics, Elsevier, edition 1, volume 1, number 1.
    65. Paul Carrillo & Néstor Gandelman & Virginia Robano, 2014. "Sticky floors and glass ceilings in Latin America," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 12(3), pages 339-361, September.
    66. Pablo Astorga, 2015. "Functional Inequality in Latin America: News from the Twentieth Century," Oxford University Economic and Social History Series _135, Economics Group, Nuffield College, University of Oxford.
    67. Aristizábal-Ramírez, María & Canavire Bacarreza, Gustavo J. & Jetter, Michael, 2015. "Income Inequality in Bolivia, Colombia, and Ecuador: Different Reasons," IZA Discussion Papers 9210, Institute of Labor Economics (IZA).
    68. Zheng Fang & Chris Sakellariou, 2015. "Glass Ceilings versus Sticky Floors: Evidence from Southeast Asia and an International Update," Asian Economic Journal, East Asian Economic Association, vol. 29(3), pages 215-242, September.
    69. Kneip A. & Utikal K. J, 2001. "Inference for Density Families Using Functional Principal Component Analysis," Journal of the American Statistical Association, American Statistical Association, vol. 96, pages 519-542, June.
    70. Guillermo Cruces & Carolina García Domench & Leonardo Gasparini, 2011. "Inequality in Education: Evidence for Latin America," WIDER Working Paper Series wp-2011-093, World Institute for Development Economic Research (UNU-WIDER).
    71. Julian Messina & Joana Silva, 2018. "Wage Inequality in Latin America," World Bank Publications - Books, The World Bank Group, number 28682.
    72. William E. Even & David A. Macpherson, 2003. "The Wage and Employment Dynamics of Minimum Wage Workers," Southern Economic Journal, John Wiley & Sons, vol. 69(3), pages 676-690, January.
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    More about this item

    Keywords

    wage dynamics; functional principal component analysis; wage distributions; Latin America; Bolivia; Colombia;
    All these keywords.

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J38 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Public Policy
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General

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