IDEAS home Printed from https://ideas.repec.org/p/fce/doctra/1727.html
   My bibliography  Save this paper

Finance and the Misallocation of Scientific, Engineering and Mathematical Talent

Author

Listed:
  • Giovanni Marin

    (University of Urbino "Carlo Bo"; SEEDS, Ferrara, Italy.)

  • Francesco Vona

    (OFCE, Sciences Po Paris, France)

Abstract

The US financial sector has become a magnet for the brightest graduates in the science, technology, engineering and mathematical fields (STEM). We provide quantitative bases for this well-known fact and illustrate its consequences for the productivity growth in other sectors over the period 1980-2014. First, we find that the share of STEM talents grew significantly faster in finance than in other key STEM sectors such as high-tech, and this divergent pattern has been more evident for STEM than for general skills and more pronounced for investment banking. Second, this trend did not reverse after the Great Recession, and a persistent wage premium is found for STEM graduates working in finance and especially in typical financial jobs at the top of the wage distribution. Third, the brain drain of STEM talents into finance has been associated with a cumulative loss of labor productivity growth of 6.6% in the manufacturing sectors. Our results suggest that increasing the number of STEM graduates may not be enough to reignite sluggish economic growth without making their employment in finance more costly.

Suggested Citation

  • Giovanni Marin & Francesco Vona, 2017. "Finance and the Misallocation of Scientific, Engineering and Mathematical Talent," Documents de Travail de l'OFCE 2017-27, Observatoire Francais des Conjonctures Economiques (OFCE).
    • Handle: RePEc:fce:doctra:1727
    as

    Download full text from publisher

    File URL: http://www.ofce.sciences-po.fr/pdf/dtravail/WP2017-27.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Cecchetti, Stephen & Kharroubi, Enisse, 2015. "Why does financial sector growth crowd out real economic growth?," CEPR Discussion Papers 10642, C.E.P.R. Discussion Papers.
    3. Francesco Vona & Giovanni Marin & Davide Consoli & David Popp, 2018. "Environmental Regulation and Green Skills: An Empirical Exploration," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 713-753.
    4. Thomas Philippon & Ariell Reshef, 2013. "An International Look at the Growth of Modern Finance," Journal of Economic Perspectives, American Economic Association, vol. 27(2), pages 73-96, Spring.
    5. Nicholas Bloom & Charles I. Jones & John Van Reenen & Michael Webb, 2020. "Are Ideas Getting Harder to Find?," American Economic Review, American Economic Association, vol. 110(4), pages 1104-1144, April.
    6. Ulf Axelson & Philip Bond, 2015. "Wall Street Occupations," Journal of Finance, American Finance Association, vol. 70(5), pages 1949-1996, October.
    7. Nesta, Lionel & Vona, Francesco & Nicolli, Francesco, 2014. "Environmental policies, competition and innovation in renewable energy," Journal of Environmental Economics and Management, Elsevier, vol. 67(3), pages 396-411.
    8. Thomas Lemieux & W. Bentley MacLeod & Daniel Parent, 2009. "Performance Pay and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(1), pages 1-49.
    9. Halvor Mehlum & Karl Moene & Ragnar Torvik, 2006. "Institutions and the Resource Curse," Economic Journal, Royal Economic Society, vol. 116(508), pages 1-20, January.
    10. Andrew B. Bernard & J. Bradford Jensen & Stephen J. Redding & Peter K. Schott, 2007. "Firms in International Trade," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 105-130, Summer.
    11. Stefan Ambec & Mark A. Cohen & Stewart Elgie & Paul Lanoie, 2013. "The Porter Hypothesis at 20: Can Environmental Regulation Enhance Innovation and Competitiveness?," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 7(1), pages 2-22, January.
    12. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, Oxford University Press, vol. 107(1), pages 35-78.
    13. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    14. Paul Beaudry & David A. Green & Benjamin M. Sand, 2016. "The Great Reversal in the Demand for Skill and Cognitive Tasks," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 199-247.
    15. Daron Acemoglu & David Autor, 2012. "What Does Human Capital Do? A Review of Goldin and Katz's The Race between Education and Technology," Journal of Economic Literature, American Economic Association, vol. 50(2), pages 426-463, June.
    16. Lindley, Joanne & McIntosh, Steven, 2015. "Growth in within graduate wage inequality: The role of subjects, cognitive skill dispersion and occupational concentration," Labour Economics, Elsevier, vol. 37(C), pages 101-111.
    17. McMillan, Margaret & Rodrik, Dani & Verduzco-Gallo, Íñigo, 2014. "Globalization, Structural Change, and Productivity Growth, with an Update on Africa," World Development, Elsevier, vol. 63(C), pages 11-32.
    18. Nordin, Martin & Persson, Inga & Rooth, Dan-Olof, 2010. "Education-occupation mismatch: Is there an income penalty?," Economics of Education Review, Elsevier, vol. 29(6), pages 1047-1059, December.
    19. Natalia Zugravu-Soilita, 2019. "Trade in Environmental Goods and Air Pollution: A Mediation Analysis to Estimate Total, Direct and Indirect Effects," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 74(3), pages 1125-1162, November.
    20. Philippe Aghion & Antoine Dechezleprêtre & David Hémous & Ralf Martin & John Van Reenen, 2016. "Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 1-51.
    21. Consoli, Davide & Marin, Giovanni & Rentocchini, Francesco & Vona, Francesco, 2023. "Routinization, within-occupation task changes and long-run employment dynamics," Research Policy, Elsevier, vol. 52(1).
    22. Nesta, Lionel & Vona, Francesco & Nicolli, Francesco, 2014. "Environmental policies, competition and innovation in renewable energy," Journal of Environmental Economics and Management, Elsevier, vol. 67(3), pages 396-411.
    23. Steven N. Kaplan & Joshua Rauh, 2010. "Wall Street and Main Street: What Contributes to the Rise in the Highest Incomes?," NBER Chapters, in: Corporate Governance, National Bureau of Economic Research, Inc.
    24. repec:hal:spmain:info:hdl:2441/2vteelu0n785l82j764n6ul273 is not listed on IDEAS
    25. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The Geography of Trade and Technology Shocks in the United States," American Economic Review, American Economic Association, vol. 103(3), pages 220-225, May.
    26. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    27. Elliott, Robert J.R. & Lindley, Joanne K., 2017. "Environmental Jobs and Growth in the United States," Ecological Economics, Elsevier, vol. 132(C), pages 232-244.
    28. Qi He & Hong Fang & Miao Wang & Bo Peng, 2015. "Trade liberalization and trade performance of environmental goods: evidence from Asia-Pacific economic cooperation members," Applied Economics, Taylor & Francis Journals, vol. 47(29), pages 3021-3039, June.
    29. Petralia, Sergio & Balland, Pierre-Alexandre & Morrison, Andrea, 2017. "Climbing the ladder of technological development," Research Policy, Elsevier, vol. 46(5), pages 956-969.
    30. Thomas Philippon, 2016. "The FinTech Opportunity," NBER Working Papers 22476, National Bureau of Economic Research, Inc.
    31. Dechezlepretre, Antoine & Sato, Misato, 2017. "The impacts of environmental regulations on competitiveness," LSE Research Online Documents on Economics 77700, London School of Economics and Political Science, LSE Library.
    32. Raphael Calel & Antoine Dechezleprêtre, 2016. "Environmental Policy and Directed Technological Change: Evidence from the European Carbon Market," The Review of Economics and Statistics, MIT Press, vol. 98(1), pages 173-191, March.
    33. Wei Jiang & Yuehua Tang & Rachel (Jiqiu) Xiao & Vincent Yao, 2021. "Surviving the Fintech Disruption," NBER Working Papers 28668, National Bureau of Economic Research, Inc.
    34. 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.
    35. Jeffrey D. Sachs & Andrew M. Warner, 1995. "Natural Resource Abundance and Economic Growth," NBER Working Papers 5398, National Bureau of Economic Research, Inc.
    36. Ziqiao Chen & Giovanni Marin & David Popp & Francesco Vona, 2020. "Green Stimulus in a Post-pandemic Recovery: the Role of Skills for a Resilient Recovery," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(4), pages 901-911, August.
    37. Erling Barth & James C. Davis & Richard B. Freeman & Andrew J. Wang, 2018. "The Effects of Scientists and Engineers on Productivity and Earnings at the Establishment Where They Work," NBER Chapters, in: US Engineering in a Global Economy, pages 167-191, National Bureau of Economic Research, Inc.
    38. Brian Bell & John Reenen, 2014. "Bankers and Their Bonuses," Economic Journal, Royal Economic Society, vol. 124(574), pages 1-21, February.
    39. Thomas Piketty & Emmanuel Saez, 2003. "Income Inequality in the United States, 1913–1998," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 1-41.
    40. Horbach, Jens & Rammer, Christian & Rennings, Klaus, 2012. "Determinants of eco-innovations by type of environmental impact — The role of regulatory push/pull, technology push and market pull," Ecological Economics, Elsevier, vol. 78(C), pages 112-122.
    41. Zvi Eckstein & Eva Nagypal, 2004. "The evolution of U.S. earnings inequality: 1961?2002," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 28(Dec), pages 10-29.
    42. Margherita Balconi & Andrea Pozzali & Riccardo Viale, 2007. "The “codification debate” revisited: a conceptual framework to analyze the role of tacit knowledge in economics," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(5), pages 823-849, October.
    43. Halvor Mehlum & Karl Moene & Ragnar Torvik, 2006. "Cursed by Resources or Institutions?," The World Economy, Wiley Blackwell, vol. 29(8), pages 1117-1131, August.
    44. Vona, Francesco & Consoli, Davide, 2009. "Innovation, human capital and earning distribution: towards a dynamic life-cycle approach," MPRA Paper 13032, University Library of Munich, Germany.
    45. Antoine Dechezleprêtre & Misato Sato, 2017. "The Impacts of Environmental Regulations on Competitiveness," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 11(2), pages 183-206.
    46. Francesco Vona & Davide Consoli, 2015. "Innovation and skill dynamics: a life-cycle approach," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(6), pages 1393-1415.
    47. Francesco Vona & Giovanni Marin & Davide Consoli, 2019. "Measures, drivers and effects of green employment: evidence from US local labor markets, 2006–2014," Journal of Economic Geography, Oxford University Press, vol. 19(5), pages 1021-1048.
    48. Clarke, Andrew J., 2006. "Learning-by-doing and aggregate fluctuations: Does the form of the accumulation technology matter?," Economics Letters, Elsevier, vol. 92(3), pages 434-439, September.
    49. John G. Fernald, 2015. "Productivity and Potential Output before, during, and after the Great Recession," NBER Macroeconomics Annual, University of Chicago Press, vol. 29(1), pages 1-51.
    50. Giovanni L. Violante, 2002. "Technological Acceleration, Skill Transferability, and the Rise in Residual Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 297-338.
    51. Kevin M. Murphy & Andrei Shleifer & Robert W. Vishny, 1991. "The Allocation of Talent: Implications for Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 503-530.
    52. Marin, Giovanni & Vona, Francesco, 2019. "Climate policies and skill-biased employment dynamics: Evidence from EU countries," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
    53. Jaime de Melo & Jean-Marc Solleder, 2018. "The EGA Negotiations: why they are important, why they are stalled, and challenges ahead," Post-Print hal-01907634, HAL.
    54. Lans Bovenberg, A. & Smulders, Sjak, 1995. "Environmental quality and pollution-augmenting technological change in a two-sector endogenous growth model," Journal of Public Economics, Elsevier, vol. 57(3), pages 369-391, July.
    55. Lota D. Tamini & Zakaria Sorgho, 2018. "Trade in Environmental Goods: Evidences from an Analysis Using Elasticities of Trade Costs," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 70(1), pages 53-75, May.
    56. Manuel Frondel & Jens Horbach & Klaus Rennings, 2007. "End‐of‐pipe or cleaner production? An empirical comparison of environmental innovation decisions across OECD countries," Business Strategy and the Environment, Wiley Blackwell, vol. 16(8), pages 571-584, December.
    57. de Vries, Gaaitzen J. & Ferrarini, Benno, 2017. "What Accounts for the Growth of Carbon Dioxide Emissions in Advanced and Emerging Economies? The Role of Consumption, Technology and Global Supply Chain Participation," Ecological Economics, Elsevier, vol. 132(C), pages 213-223.
    58. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    59. Andrew B. Bernard & J. Bradford Jensen & Stephen J. Redding & Peter K. Schott, 2012. "The Empirics of Firm Heterogeneity and International Trade," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 283-313, July.
    60. Josh Kinsler & Ronni Pavan, 2015. "The Specificity of General Human Capital: Evidence from College Major Choice," Journal of Labor Economics, University of Chicago Press, vol. 33(4), pages 933-972.
    61. Francesco Vona & Giovanni Marin & Davide Consoli & David Popp, 2018. "Environmental Regulation and Green Skills: An Empirical Exploration," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 713-753.
    62. Marcus Dillender, 2019. "Computerization of White Collar Jobs," Upjohn Working Papers 19-310, W.E. Upjohn Institute for Employment Research.
    63. Claudia Goldin & Lawrence F. Katz, 2008. "Transitions: Career and Family Life Cycles of the Educational Elite," American Economic Review, American Economic Association, vol. 98(2), pages 363-369, May.
    64. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    65. Barrows, Geoffrey & Ollivier, Hélène, 2018. "Cleaner firms or cleaner products? How product mix shapes emission intensity from manufacturing," Journal of Environmental Economics and Management, Elsevier, vol. 88(C), pages 134-158.
    66. Arik Levinson, 2009. "Technology, International Trade, and Pollution from US Manufacturing," American Economic Review, American Economic Association, vol. 99(5), pages 2177-2192, December.
    67. Gordon H. Hanson & Matthew J. Slaughter, 2017. "High-Skilled Immigration and the Rise of STEM Occupations in US Employment," NBER Chapters, in: Education, Skills, and Technical Change: Implications for Future US GDP Growth, pages 465-494, National Bureau of Economic Research, Inc.
    68. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    69. Stephan, Paula E., 2010. "The Economics of Science," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 217-273, Elsevier.
    70. Krainer, Robert E., 2012. "Regulating Wall Street: The Dodd–Frank Act and the New Architecture of Global Finance, a review," Journal of Financial Stability, Elsevier, vol. 8(2), pages 121-133.
    71. Dieter Helm, 2020. "The Environmental Impacts of the Coronavirus," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(1), pages 21-38, May.
    72. Adam B. Jaffe & Karen Palmer, 1997. "Environmental Regulation And Innovation: A Panel Data Study," The Review of Economics and Statistics, MIT Press, vol. 79(4), pages 610-619, November.
    73. Robinson, James A. & Torvik, Ragnar & Verdier, Thierry, 2006. "Political foundations of the resource curse," Journal of Development Economics, Elsevier, vol. 79(2), pages 447-468, April.
    74. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    75. Thomas Philippon, 2010. "Financiers versus Engineers: Should the Financial Sector Be Taxed or Subsidized?," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(3), pages 158-182, July.
    76. Pian Shu, 2015. "Innovating in Science and Engineering or "Cashing In" on Wall Street? Evidence on Elite STEM Talent," Harvard Business School Working Papers 16-067, Harvard Business School, revised Nov 2016.
    77. Conti, C. & Mancusi, M.L. & Sanna-Randaccio, F. & Sestini, R. & Verdolini, E., 2018. "Transition towards a green economy in Europe: Innovation and knowledge integration in the renewable energy sector," Research Policy, Elsevier, vol. 47(10), pages 1996-2009.
    78. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    79. repec:hal:spmain:info:hdl:2441/13fti1jo4t8vjpe6ko3qrrv2nv is not listed on IDEAS
    80. Joseph G. Altonji & Seth D. Zimmerman, 2018. "The Costs of and Net Returns to College Major," NBER Chapters, in: Productivity in Higher Education, pages 133-176, National Bureau of Economic Research, Inc.
    81. Nile W. Hatch & David C. Mowery, 1998. "Process Innovation and Learning by Doing in Semiconductor Manufacturing," Management Science, INFORMS, vol. 44(11-Part-1), pages 1461-1477, November.
    82. Sato, Misato, 2014. "Product level embodied carbon flows in bilateral trade," Ecological Economics, Elsevier, vol. 105(C), pages 106-117.
    83. Akio Matsumoto & Ugo Merlone & Ferenc Szidarovszky, 2012. "Some notes on applying the Herfindahl--Hirschman Index," Applied Economics Letters, Taylor & Francis Journals, vol. 19(2), pages 181-184, February.
    84. Enghin Atalay & Phai Phongthiengtham & Sebastian Sotelo & Daniel Tannenbaum, 2020. "The Evolution of Work in the United States," American Economic Journal: Applied Economics, American Economic Association, vol. 12(2), pages 1-34, April.
    85. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    86. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2016. "Import Competition and the Great US Employment Sag of the 2000s," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 141-198.
    87. Sawhney, Aparna & Kahn, Matthew E., 2012. "Understanding cross-national trends in high-tech renewable power equipment exports to the United States," Energy Policy, Elsevier, vol. 46(C), pages 308-318.
    88. Thomas Lemieux, 2014. "Occupations, fields of study and returns to education," Canadian Journal of Economics, Canadian Economics Association, vol. 47(4), pages 1047-1077, November.
    89. 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.
    90. 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.
    91. Law, Siong Hook & Singh, Nirvikar, 2014. "Does too much finance harm economic growth?," Journal of Banking & Finance, Elsevier, vol. 41(C), pages 36-44.
    92. Klepper, Steven, 1996. "Entry, Exit, Growth, and Innovation over the Product Life Cycle," American Economic Review, American Economic Association, vol. 86(3), pages 562-583, June.
    93. Daughety, Andrew F, 1990. "Beneficial Concentration," American Economic Review, American Economic Association, vol. 80(5), pages 1231-1237, December.
    94. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    95. Robin Greenwood & David Scharfstein, 2013. "The Growth of Finance," Journal of Economic Perspectives, American Economic Association, vol. 27(2), pages 3-28, Spring.
    96. Grinis, Inna, 2019. "The STEM requirements of “Non-STEM” jobs: Evidence from UK online vacancy postings," Economics of Education Review, Elsevier, vol. 70(C), pages 144-158.
    97. Dutz, Mark A. & Sharma, Siddharth, 2012. "Green growth, technology and innovation," Policy Research Working Paper Series 5932, The World Bank.
    98. Run Yu & Junning Cai & PingSun Leung, 2009. "The normalized revealed comparative advantage index," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 43(1), pages 267-282, March.
    99. Blundell, Richard & Griffith, Rachel & Van Reenen, John, 1995. "Dynamic Count Data Models of Technological Innovation," Economic Journal, Royal Economic Society, vol. 105(429), pages 333-344, March.
    100. repec:hal:spmain:info:hdl:2441/1fkb59dcsg9alqqq6qv18jj5us is not listed on IDEAS
    101. Robst, John, 2007. "Education and job match: The relatedness of college major and work," Economics of Education Review, Elsevier, vol. 26(4), pages 397-407, August.
    102. Jehan Sauvage, 2014. "The Stringency of Environmental Regulations and Trade in Environmental Goods," OECD Trade and Environment Working Papers 2014/3, OECD Publishing.
    103. Tooraj Jamasb, 2007. "Technical Change Theory and Learning Curves: Patterns of Progress in Electricity Generation Technologies," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 51-72.
    104. Baumol, William J., 1996. "Entrepreneurship: Productive, unproductive, and destructive," Journal of Business Venturing, Elsevier, vol. 11(1), pages 3-22, January.
    105. Kirsten S. Wiebe & Norihiko Yamano, 2016. "Estimating CO2 Emissions Embodied in Final Demand and Trade Using the OECD ICIO 2015: Methodology and Results," OECD Science, Technology and Industry Working Papers 2016/5, OECD Publishing.
    106. Shardul Agrawala & Damien Dussaux & Norbert Monti, 2020. "What policies for greening the crisis response and economic recovery?: Lessons learned from past green stimulus measures and implications for the COVID-19 crisis," OECD Environment Working Papers 164, OECD Publishing.
    107. Cole, Matthew A. & Elliott, Robert J.R. & Shimamoto, Kenichi, 2005. "Why the grass is not always greener: the competing effects of environmental regulations and factor intensities on US specialization," Ecological Economics, Elsevier, vol. 54(1), pages 95-109, July.
    108. Perruchas, François & Consoli, Davide & Barbieri, Nicolò, 2020. "Specialisation, diversification and the ladder of green technology development," Research Policy, Elsevier, vol. 49(3).
    109. Raymond Vernon, 1966. "International Investment and International Trade in the Product Cycle," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 80(2), pages 190-207.
    110. Claire Célérier & Boris Vallée, 2019. "Returns to Talent and the Finance Wage Premium," Review of Financial Studies, Society for Financial Studies, vol. 32(10), pages 4005-4040.
    111. Ronald Steenblik, 2005. "Environmental Goods: A Comparison of the APEC and OECD Lists," OECD Trade and Environment Working Papers 2005/4, OECD Publishing.
    112. Natalia Zugravu-Soilita, 2018. "The impact of trade in environmental goods on pollution: what are we learning from the transition economies’ experience?," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 20(4), pages 785-827, October.
    113. Narin, Francis & Breitzman, Anthony, 1995. "Inventive productivity," Research Policy, Elsevier, vol. 24(4), pages 507-519, July.
    114. Strömberg, Per & Metzger, Daniel & Böhm, Michael, 2018. "“Since you’re so rich, you must be really smart†: Talent and the Finance Wage Premium," CEPR Discussion Papers 12711, C.E.P.R. Discussion Papers.
    115. Axelson, Ulf & Bond, Philip, 2015. "Wall Street occupations," LSE Research Online Documents on Economics 37448, London School of Economics and Political Science, LSE Library.
    116. Facundo Alvaredo & Anthony B. Atkinson & Thomas Piketty & Emmanuel Saez, 2013. "The Top 1 Percent in International and Historical Perspective," Journal of Economic Perspectives, American Economic Association, vol. 27(3), pages 3-20, Summer.
    117. Patrick Bolton & Tano Santos & Jose A. Scheinkman, 2016. "Cream-Skimming in Financial Markets," Journal of Finance, American Finance Association, vol. 71(2), pages 709-736, April.
    118. Bj–rn Johnson & Edward Lorenz & Bengt-Åke Lundvall, 2002. "Why all this fuss about codified and tacit knowledge?," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 11(2), pages 245-262.
    119. David Popp, 2002. "Induced Innovation and Energy Prices," American Economic Review, American Economic Association, vol. 92(1), pages 160-180, March.
    120. Rubin, Edward S. & Azevedo, Inês M.L. & Jaramillo, Paulina & Yeh, Sonia, 2015. "A review of learning rates for electricity supply technologies," Energy Policy, Elsevier, vol. 86(C), pages 198-218.
    121. Cowan, Robin & David, Paul A & Foray, Dominique, 2000. "The Explicit Economics of Knowledge Codification and Tacitness," Industrial and Corporate Change, Oxford University Press, vol. 9(2), pages 211-253, June.
    122. Veugelers, Reinhilde, 2012. "Which policy instruments to induce clean innovating?," Research Policy, Elsevier, vol. 41(10), pages 1770-1778.
    123. Keld Laursen, 1998. "Revealed Comparative Advantage and the Alternatives as Measures of International Specialisation," DRUID Working Papers 98-30, DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies.
    124. Chang‐Tai Hsieh & Erik Hurst & Charles I. Jones & Peter J. Klenow, 2019. "The Allocation of Talent and U.S. Economic Growth," Econometrica, Econometric Society, vol. 87(5), pages 1439-1474, September.
    125. repec:hal:spmain:info:hdl:2441/6n4g2a16an9rtamie2eh2rpkkm is not listed on IDEAS
    126. Hamid Boustanifar & Everett Grant & Ariell Reshef, 2018. "Wages and Human Capital in Finance: International Evidence, 1970–2011 [Financial reform: what shakes it? What shapes it?]," Review of Finance, European Finance Association, vol. 22(2), pages 699-745.
    127. Paul Oyer, 2008. "The Making of an Investment Banker: Stock Market Shocks, Career Choice, and Lifetime Income," Journal of Finance, American Finance Association, vol. 63(6), pages 2601-2628, December.
    128. Joanne Lindley & Stephen Machin, 2016. "The Rising Postgraduate Wage Premium," Economica, London School of Economics and Political Science, vol. 83(330), pages 281-306, April.
    129. Hamid Boustanifar & Everett Grant & Ariell Reshef, 2016. "Wages and human capital in finance: international evidence, 1970-2005," Globalization Institute Working Papers 266, Federal Reserve Bank of Dallas.
    130. Nicoló Barbieri & François Perruchas & Davide Consoli, 2020. "Specialization, Diversification, and Environmental Technology Life Cycle," Economic Geography, Taylor & Francis Journals, vol. 96(2), pages 161-186, March.
    131. Liu, Jialu & Goldstein, Don, 2013. "Understanding China's renewable energy technology exports," Energy Policy, Elsevier, vol. 52(C), pages 417-428.
    132. Ann Bartel & Casey Ichniowski & Kathryn Shaw, 2007. "How Does Information Technology Affect Productivity? Plant-Level Comparisons of Product Innovation, Process Improvement, and Worker Skills," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1721-1758.
    133. Vincent Glode & Richard Lowery, 2016. "Compensating Financial Experts," Journal of Finance, American Finance Association, vol. 71(6), pages 2781-2808, December.
    134. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1169-1213.
    135. Giovanni Peri & Kevin Shih & Chad Sparber, 2016. "STEM Workers, H-1B Visas, and Productivity in US Cities," World Scientific Book Chapters, in: The Economics of International Migration, chapter 9, pages 277-307, World Scientific Publishing Co. Pte. Ltd..
    136. Bent Dalum & Keld Laursen & Gert Villumsen, 1998. "Structural Change in OECD Export Specialisation Patterns: de-specialisation and 'stickiness'," International Review of Applied Economics, Taylor & Francis Journals, vol. 12(3), pages 423-443.
    137. David J Deming & Kadeem Noray, 2020. "Earnings Dynamics, Changing Job Skills, and STEM Careers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 1965-2005.
    138. Gaëlle BALINEAU & Jaime DE MELO, 2011. "Stalemate at the Negotiations on Environmental Goods and Services at the Doha Round," Working Papers P28, FERDI.
    139. Alessandra Colombelli & Francesco Quatraro, 2019. "Green start-ups and local knowledge spillovers from clean and dirty technologies," Small Business Economics, Springer, vol. 52(4), pages 773-792, April.
    140. Altonji, J.G. & Arcidiacono, P. & Maurel, A., 2016. "The Analysis of Field Choice in College and Graduate School," Handbook of the Economics of Education,, Elsevier.
    141. Claire Brunel, 2017. "Pollution Offshoring and Emission Reductions in EU and US Manufacturing," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 68(3), pages 621-641, November.
    142. World Bank, 2012. "Inclusive Green Growth : The Pathway to Sustainable Development," World Bank Publications - Books, The World Bank Group, number 6058, December.
    143. Rosen, Sherwin, 1981. "The Economics of Superstars," American Economic Review, American Economic Association, vol. 71(5), pages 845-858, December.
    144. Arundel, Anthony & Kabla, Isabelle, 1998. "What percentage of innovations are patented? empirical estimates for European firms," Research Policy, Elsevier, vol. 27(2), pages 127-141, June.
    145. Fernando Galindo-Rueda & Fabien Verger, 2016. "OECD Taxonomy of Economic Activities Based on R&D Intensity," OECD Science, Technology and Industry Working Papers 2016/4, OECD Publishing.
    146. David H. Autor & Frank Levy & Richard J. Murnane, 2002. "Upstairs, Downstairs: Computers and Skills on Two Floors of a Large Bank," ILR Review, Cornell University, ILR School, vol. 55(3), pages 432-447, April.
    147. Benjamin B. Lockwood & Charles G. Nathanson & E. Glen Weyl, 2017. "Taxation and the Allocation of Talent," Journal of Political Economy, University of Chicago Press, vol. 125(5), pages 1635-1682.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Saussay, Aurélien & Sato, Misato & Vona, Francesco & O’Kane, Layla, 2022. "Who’s fit for the low-carbon transition? Emerging skills and wage gaps in job and data," FEEM Working Papers 329079, Fondazione Eni Enrico Mattei (FEEM).
    2. Stefano Battiston & Mattia Guerini & Mauro Napoletano & Veronika Stolbova, 2018. "Financialization in the EU and its consequences," SciencePo Working papers Main hal-03606070, HAL.
    3. Speer, Jamin D., 2023. "Bye bye Ms. American Sci: Women and the leaky STEM pipeline," Economics of Education Review, Elsevier, vol. 93(C).
    4. Filippo Maria D’Arcangelo & Ilai Levin & Alessia Pagani & Mauro Pisu & Åsa Johansson, 2022. "A framework to decarbonise the economy," OECD Economic Policy Papers 31, OECD Publishing.
    5. Botta, Alberto & Caverzasi, Eugenio & Russo, Alberto, 2022. "When complexity meets finance: A contribution to the study of the macroeconomic effects of complex financial systems," Research Policy, Elsevier, vol. 51(8).
    6. Gaetano Basso & Fabrizio Colonna & Domenico Depalo & Graziella Mendicino, 2023. "The Green Transition and the Italian labour market," Questioni di Economia e Finanza (Occasional Papers) 811, Bank of Italy, Economic Research and International Relations Area.
    7. repec:hal:spmain:info:hdl:2441/4q63gsp61h87h81knveut4qm7m is not listed on IDEAS
    8. Dong, Feng & Jia, Yandong & Wang, Siqing, 2022. "Speculative Bubbles and Talent Misallocation," Journal of Economic Dynamics and Control, Elsevier, vol. 141(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. repec:hal:spmain:info:hdl:2441/510i09nqpa8gfpt7na72sknq4q is not listed on IDEAS
    2. Filippo Bontadini & Francesco Vona, 2020. "Anatomy of Green Specialization: Evidence from EU Production Data, 1995-2015," Working Papers hal-03403070, HAL.
    3. repec:hal:spmain:info:hdl:2441/6m5kss847r91no96hiublu6anu is not listed on IDEAS
    4. Filippo Bontadini & Francesco Vona, 2023. "Anatomy of Green Specialisation: Evidence from EU Production Data, 1995–2015," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 85(3), pages 707-740, August.
    5. Filippo Bontadini & Francesco Vona, 2020. "Anatomy of Green Specialization: Evidence from EU Production Data, 1995-2015," SciencePo Working papers Main hal-03403070, HAL.
    6. Marin, Giovanni & Vona, Francesco, 2019. "Climate policies and skill-biased employment dynamics: Evidence from EU countries," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
    7. Michael Böhm & Daniel Metzger & Per Strömberg, 2022. "“Since You’re So Rich, You Must Be Really Smart”: Talent, Rent Sharing, and the Finance Wage Premium," ECONtribute Discussion Papers Series 147, University of Bonn and University of Cologne, Germany.
    8. repec:hal:spmain:info:hdl:2441/5ahh4t5kfl8nprei89ignlk5nl is not listed on IDEAS
    9. David J Deming & Kadeem Noray, 2020. "Earnings Dynamics, Changing Job Skills, and STEM Careers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 1965-2005.
    10. repec:hal:spmain:info:hdl:2441/2vteelu0n785l82j764n6ul273 is not listed on IDEAS
    11. Hamid Boustanifar & Everett Grant & Ariell Reshef, 2018. "Wages and Human Capital in Finance: International Evidence, 1970–2011 [Financial reform: what shakes it? What shapes it?]," Review of Finance, European Finance Association, vol. 22(2), pages 699-745.
    12. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    13. Ata Can Bertay & Jose Gabo Carreno & Harry Huizinga & Burak Uras & Nathanael Vellekoop, 2022. "Technological Change and the Finance Wage Premium," Working Papers tecipa-738, University of Toronto, Department of Economics.
    14. Arnold, Lutz G. & Zelzner, Sebastian, 2022. "Financial trading versus entrepreneurship: Competition for talent and negative feedback effects," The Quarterly Review of Economics and Finance, Elsevier, vol. 86(C), pages 186-199.
    15. Francesco D'Acunto & Laurent Frésard, 2018. "Finance, Talent Allocation, and Growth," CESifo Working Paper Series 6883, CESifo.
    16. Black, Sandra E. & Muller, Chandra & Spitz-Oener, Alexandra & He, Ziwei & Hung, Koit & Warren, John Robert, 2021. "The importance of STEM: High school knowledge, skills and occupations in an era of growing inequality," Research Policy, Elsevier, vol. 50(7).
    17. Perruchas, François & Consoli, Davide & Barbieri, Nicolò, 2020. "Specialisation, diversification and the ladder of green technology development," Research Policy, Elsevier, vol. 49(3).
    18. Vona, Francesco, 2023. "Skills and human capital for the low-carbon transition in developing and emerging economies," FEEM Working Papers 338778, Fondazione Eni Enrico Mattei (FEEM).
    19. Barbieri, Nicolò & Consoli, Davide, 2019. "Regional diversification and green employment in US metropolitan areas," Research Policy, Elsevier, vol. 48(3), pages 693-705.
    20. David Popp, 2019. "Environmental Policy and Innovation: A Decade of Research," NBER Working Papers 25631, National Bureau of Economic Research, Inc.
    21. Hille, Erik & Althammer, Wilhelm & Diederich, Henning, 2020. "Environmental regulation and innovation in renewable energy technologies: Does the policy instrument matter?," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    22. Francesco Vona & Giovanni Marin & Davide Consoli, 2019. "Measures, drivers and effects of green employment: evidence from US local labor markets, 2006–2014," Journal of Economic Geography, Oxford University Press, vol. 19(5), pages 1021-1048.
    23. T. Gries & R. Grundmann & I. Palnau & M. Redlin, 2017. "Innovations, growth and participation in advanced economies - a review of major concepts and findings," International Economics and Economic Policy, Springer, vol. 14(2), pages 293-351, April.
    24. Gianluca Orsatti & François Perruchas & Davide Consoli & Francesco Quatraro, 2020. "Public Procurement, Local Labor Markets and Green Technological Change. Evidence from US Commuting Zones," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(4), pages 711-739, April.

    More about this item

    Keywords

    Finance; skills; STEM workers; brain drain; productivity;
    All these keywords.

    JEL classification:

    • Q52 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Pollution Control Adoption and Costs; Distributional Effects; Employment Effects
    • Q48 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Government Policy
    • H23 - Public Economics - - Taxation, Subsidies, and Revenue - - - Externalities; Redistributive Effects; Environmental Taxes and Subsidies
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:fce:doctra:1727. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Francesco Saraceno (email available below). General contact details of provider: https://edirc.repec.org/data/ofcspfr.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.