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Productive knowledge, economic sophistication, and labor share

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  • Arif, Imran

Abstract

We present economic sophistication, the ability to produce complex products, as a potential determinant of labor share. Economic sophistication requires specific skills and tacit knowledge embedded in labor. It increases the bargaining power of workers, resulting in a higher labor share. We are the first to present economic sophistication as a potential determinant of labor share. We employ a fixed-effect model using panel data from 98 countries observed from 1970–2015 to find that economic sophistication has a positive and statistically significant effect on labor share. This positive effect applies to both OECD and non-OECD countries. A one standard deviation increase in economic sophistication increases labor share by about 3 percent, which corresponds to about 1.6 percentage points increase relative to the mean. Further, we show that economic sophistication and human capital have a substantial interaction effect that varies across OECD and non-OECD countries.

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  • Arif, Imran, 2021. "Productive knowledge, economic sophistication, and labor share," World Development, Elsevier, vol. 139(C).
  • Handle: RePEc:eee:wdevel:v:139:y:2021:i:c:s0305750x20304307
    DOI: 10.1016/j.worlddev.2020.105303
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    as
    1. Engelbert Stockhammer, 2009. "Determinants of functional income distribution in OECD countries," IMK Studies 05-2009, IMK at the Hans Boeckler Foundation, Macroeconomic Policy Institute.
    2. David Autor & David Dorn & Lawrence F. Katz & Christina Patterson & John Van Reenen, 2017. "Concentrating on the Fall of the Labor Share," American Economic Review, American Economic Association, vol. 107(5), pages 180-185, May.
    3. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    4. Riccardo Pariboni & Pasquale Tridico, 2019. "Labour share decline, financialisation and structural change," Cambridge Journal of Economics, Oxford University Press, vol. 43(4), pages 1073-1102.
    5. Cecilia García-Peñalosa & Elsa Orgiazzi, 2013. "Factor Components of Inequality: A Cross-Country Study," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 59(4), pages 689-727, December.
    6. Brent Neiman, 2014. "The Global Decline of the Labor Share," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 61-103.
    7. Daniele Checchi & Cecilia García‐Peñalosa, 2010. "Labour Market Institutions and the Personal Distribution of Income in the OECD," Economica, London School of Economics and Political Science, vol. 77(307), pages 413-450, July.
    8. Matthew Knepper, 2020. "From the Fringe to the Fore: Labor Unions and Employee Compensation," The Review of Economics and Statistics, MIT Press, vol. 102(1), pages 98-112, March.
    9. David Autor & David Dorn & Lawrence F Katz & Christina Patterson & John Van Reenen, 2020. "The Fall of the Labor Share and the Rise of Superstar Firms [“Automation and New Tasks: How Technology Displaces and Reinstates Labor”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 645-709.
    10. Bruno Decreuse & Paul Maarek, 2015. "FDI and the Labor Share in Developing Countries : A Theory and Some Evidence," Annals of Economics and Statistics, GENES, issue 119-120, pages 289-319.
    11. Wolfgang Keller, 2004. "International Technology Diffusion," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 752-782, September.
    12. Hartmann, Dominik & Guevara, Miguel R. & Jara-Figueroa, Cristian & Aristarán, Manuel & Hidalgo, César A., 2017. "Linking Economic Complexity, Institutions, and Income Inequality," World Development, Elsevier, vol. 93(C), pages 75-93.
    13. Jérôme Valette, 2018. "Do Migrants Transfer Productive Knowledge Back to Their Origin Countries?," Journal of Development Studies, Taylor & Francis Journals, vol. 54(9), pages 1637-1656, September.
    14. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    15. Nune Hovhannisyan & Wolfgang Keller, 2015. "International business travel: an engine of innovation?," Journal of Economic Growth, Springer, vol. 20(1), pages 75-104, March.
    16. Felipe, Jesus & Kumar, Utsav & Abdon, Arnelyn & Bacate, Marife, 2012. "Product complexity and economic development," Structural Change and Economic Dynamics, Elsevier, vol. 23(1), pages 36-68.
    17. Michael Elsby & Bart Hobijn & Ayseful Sahin, 2013. "The Decline of the U.S. Labor Share," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 44(2 (Fall)), pages 1-63.
    18. Andrew Glover & Jacob Short, 2020. "Can Capital Deepening Explain the Global Decline in Labor's Share?," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 35, pages 35-53, January.
    19. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1055-1089.
    20. Maddala, G S & Wu, Shaowen, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 631-652, Special I.
    21. Mathilde Pak & Cyrille Schwellnus, 2019. "Labour share developments over the past two decades: The role of public policies," OECD Economics Department Working Papers 1541, OECD Publishing.
    22. Peter Kannen, 2020. "Does foreign direct investment expand the capability set in the host economy? A sectoral analysis," The World Economy, Wiley Blackwell, vol. 43(2), pages 428-457, February.
    23. Daron Acemoglu & James A. Robinson, 2015. "The Rise and Decline of General Laws of Capitalism," Journal of Economic Perspectives, American Economic Association, vol. 29(1), pages 3-28, Winter.
    24. Mathilde Pak & Pierre-Alain Pionnier & Cyrille Schwellnus, 2019. "Labour Share Developments in OECD Countries Over the Past Two Decades," Economie et Statistique / Economics and Statistics, Institut National de la Statistique et des Etudes Economiques (INSEE), issue 510-511-5, pages 17-34.
    25. Daron Acemoglu, 2002. "Directed Technical Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 781-809.
    26. Paul Maarek & Elsa Orgiazzi, 2020. "Development and the Labor Share," The World Bank Economic Review, World Bank, vol. 34(1), pages 232-257.
    27. Young, Andrew T. & Tackett, Maria Y., 2018. "Globalization and the decline in labor shares: Exploring the relationship beyond trade and financial flows," European Journal of Political Economy, Elsevier, vol. 52(C), pages 18-35.
    28. Engelbert Stockhammer, 2017. "Determinants of the Wage Share: A Panel Analysis of Advanced and Developing Economies," British Journal of Industrial Relations, London School of Economics, vol. 55(1), pages 3-33, March.
    29. Jérôme Valette, 2018. "Do Migrants Transfer Productive Knowledge Back to Their Origin Countries?," Journal of Development Studies, Taylor & Francis Journals, vol. 54(9), pages 1637-1656, September.
    30. Hausmann, Ricardo & Hidalgo, Cesar, 2014. "The Atlas of Economic Complexity: Mapping Paths to Prosperity," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262525429, December.
    31. Daron Acemoglu, 2010. "When Does Labor Scarcity Encourage Innovation?," Journal of Political Economy, University of Chicago Press, vol. 118(6), pages 1037-1078.
    32. Jan De Loecker & Jan Eeckhout & Gabriel Unger, 2020. "The Rise of Market Power and the Macroeconomic Implications [“Econometric Tools for Analyzing Market Outcomes”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 561-644.
    33. Viktor Stojkoski & Zoran Utkovski & Ljupco Kocarev, 2016. "The Impact of Services on Economic Complexity: Service Sophistication as Route for Economic Growth," PLOS ONE, Public Library of Science, vol. 11(8), pages 1-29, August.
    34. Bentolila Samuel & Saint-Paul Gilles, 2003. "Explaining Movements in the Labor Share," The B.E. Journal of Macroeconomics, De Gruyter, vol. 3(1), pages 1-33, October.
    35. Young, Andrew T. & Lawson, Robert A., 2014. "Capitalism and labor shares: A cross-country panel study," European Journal of Political Economy, Elsevier, vol. 33(C), pages 20-36.
    36. Ricardo Hausmann & César Hidalgo, 2011. "The network structure of economic output," Journal of Economic Growth, Springer, vol. 16(4), pages 309-342, December.
    37. Pierre-Alexandre Balland & Cristian Jara-Figueroa & Sergio G. Petralia & Mathieu P. A. Steijn & David L. Rigby & César A. Hidalgo, 2020. "Complex economic activities concentrate in large cities," Nature Human Behaviour, Nature, vol. 4(3), pages 248-254, March.
    38. Thomas Andersen & Carl-Johan Dalgaard, 2011. "Flows of people, flows of ideas, and the inequality of nations," Journal of Economic Growth, Springer, vol. 16(1), pages 1-32, March.
    39. Margarida Bandeira Morais & J. Swart & J.A. Jordaan, 2018. "Economic Complexity and Inequality: Does Productive Structure Affect Regional Wage Differentials in Brazil?," Working Papers 18-11, Utrecht School of Economics.
    40. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    41. Yin, Jianhua & Zheng, Mingzheng & Chen, Jian, 2015. "The effects of environmental regulation and technical progress on CO2 Kuznets curve: An evidence from China," Energy Policy, Elsevier, vol. 77(C), pages 97-108.
    42. Ann Harrison & John McLaren & Margaret McMillan, 2011. "Recent Perspectives on Trade and Inequality," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 261-289, September.
    43. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    44. Sweet, Cassandra Mehlig & Eterovic Maggio, Dalibor Sacha, 2015. "Do Stronger Intellectual Property Rights Increase Innovation?," World Development, Elsevier, vol. 66(C), pages 665-677.
    45. repec:wly:soecon:v:83:1:y:2016:p:253-270 is not listed on IDEAS
    46. Olimpia Neagu & Mircea Constantin Teodoru, 2019. "The Relationship between Economic Complexity, Energy Consumption Structure and Greenhouse Gas Emission: Heterogeneous Panel Evidence from the EU Countries," Sustainability, MDPI, vol. 11(2), pages 1-29, January.
    47. Emilie Daudey & Cecilia Garcia-Penalosa, 2007. "The personal and the factor distributions of income in a cross-section of countries," Journal of Development Studies, Taylor & Francis Journals, vol. 43(5), pages 812-829.
    48. Ibarra, Carlos A. & Ros, Jaime, 2019. "The decline of the labor income share in Mexico, 1990–2015," World Development, Elsevier, vol. 122(C), pages 570-584.
    49. Griliches, Zvi, 1969. "Capital-Skill Complementarity," The Review of Economics and Statistics, MIT Press, vol. 51(4), pages 465-468, November.
    50. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    51. David H. Autor, 2015. "Why Are There Still So Many Jobs? The History and Future of Workplace Automation," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 3-30, Summer.
    52. Juan Carlos Chávez & Marco T. Mosqueda & Manuel Gómez-Zaldívar, 2017. "Economic Complexity and Regional Growth Performance: Evidence from the Mexican Economy," The Review of Regional Studies, Southern Regional Science Association, vol. 47(2), pages 201-219, Summer.
    53. Lapatinas, Athanasios & Garas, Antonios & Boleti, Eirini & Kyriakou, Alexandra, 2019. "Economic complexity and environmental performance: Evidence from a world sample," MPRA Paper 92833, University Library of Munich, Germany.
    54. Saleh Albeaik & Mary Kaltenberg & Mansour Alsaleh & Cesar A. Hidalgo, 2017. "Improving the Economic Complexity Index," Papers 1707.05826, arXiv.org, revised Jul 2017.
    55. Brambor, Thomas & Clark, William Roberts & Golder, Matt, 2006. "Understanding Interaction Models: Improving Empirical Analyses," Political Analysis, Cambridge University Press, vol. 14(1), pages 63-82, January.
    56. Shujin Zhu & Renyu Li, 2017. "Economic complexity, human capital and economic growth: empirical research based on cross-country panel data," Applied Economics, Taylor & Francis Journals, vol. 49(38), pages 3815-3828, August.
    57. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    58. Antonelli, Cristiano & Feder, Christophe, 2020. "The new direction of technological change in the global economy," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 1-12.
    59. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    60. Xiaoshan Hu & Guanghua Wan & Jing Wang, 2020. "The Impacts Of Globalization On The Labor Share: Evidence From Asia," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 65(supp01), pages 57-73, December.
    61. Andrew T. Young & Hernando Zuleta, 2018. "Do Unions Increase Labor Shares? Evidence from US Industry-Level Data," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 44(4), pages 558-575, September.
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    More about this item

    Keywords

    Labor share; Economic sophistication; Distribution of income;
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • D33 - Microeconomics - - Distribution - - - Factor Income Distribution
    • E25 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Aggregate Factor Income Distribution
    • F10 - International Economics - - Trade - - - General
    • F60 - International Economics - - Economic Impacts of Globalization - - - General
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O50 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - General

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