IDEAS home Printed from https://ideas.repec.org/a/eee/teinso/v72y2023ics0160791x22002895.html
   My bibliography  Save this article

The impact of STEM on the growth of wealth at varying scales, ranging from individuals to firms and countries: The performance of STEM firms during the pandemic across different markets

Author

Listed:
  • Podobnik, Boris
  • Dabić, Marina
  • Wild, Dorian
  • Di Matteo, Tiziana

Abstract

Researchers have not yet reached consensus on whether there is a difference in performance between STEM and non-STEM firms across different financial markets during economic expansion and through economic downturns, such as pandemics and recessions. It is unclear as to whether STEM or non-STEM firms, but also graduates with STEM or non-STEM education contribute more, less, or equally to economic inequality. By analysing total wealth at varying scales, ranging from individuals, to firms, to entire countries, we demonstrate that the Zipf exponent, serving as a proxy for wealth inequality, persistently ramps up as the scale of a system increases. At an individual level, analysing the Zipf plots separately for the world's richest individuals with STEM and non-STEM graduation degree, we begin by demonstrating that STEM education contributes more to inequality than non-STEM. At a firm level, in contrast to the DAX and CAC40 indexes, for firms comprising the S&P 500 index, the average growth rate of STEM constituents has been significantly higher than those calculated for non-STEM constituents during the most recent economic expansion and the coronavirus pandemic. This insight is particularly useful for the financial sector. Secondly, we demonstrate a functional dependence between a country's number of patents and its STEM graduates. Finally, motivated by the fact that the U.S. heavily surpasses the E.U. in terms of Venture Capital, we model wealth inequality at different scales of the economy.

Suggested Citation

  • Podobnik, Boris & Dabić, Marina & Wild, Dorian & Di Matteo, Tiziana, 2023. "The impact of STEM on the growth of wealth at varying scales, ranging from individuals to firms and countries: The performance of STEM firms during the pandemic across different markets," Technology in Society, Elsevier, vol. 72(C).
  • Handle: RePEc:eee:teinso:v:72:y:2023:i:c:s0160791x22002895
    DOI: 10.1016/j.techsoc.2022.102148
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0160791X22002895
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techsoc.2022.102148?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Cai, Zhengyu & Winters, John V., 2017. "Self-employment differentials among foreign-born STEM and non-STEM workers," Journal of Business Venturing, Elsevier, vol. 32(4), pages 371-384.
    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. Xavier Gabaix & Jean‐Michel Lasry & Pierre‐Louis Lions & Benjamin Moll, 2016. "The Dynamics of Inequality," Econometrica, Econometric Society, vol. 84, pages 2071-2111, November.
    4. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    5. Stiglitz, Joseph E, 1969. "Distribution of Income and Wealth among Individuals," Econometrica, Econometric Society, vol. 37(3), pages 382-397, July.
    6. Andre Esteva & Brett Kuprel & Roberto A. Novoa & Justin Ko & Susan M. Swetter & Helen M. Blau & Sebastian Thrun, 2017. "Correction: Corrigendum: Dermatologist-level classification of skin cancer with deep neural networks," Nature, Nature, vol. 546(7660), pages 686-686, June.
    7. 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.
    8. Bruna Bruno & Marisa Faggini, 2021. "To be a STEM or not to be a STEM: Why do countries differ?," Growth and Change, Wiley Blackwell, vol. 52(3), pages 1535-1551, September.
    9. 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.
    10. Xavier Gabaix & Rustam Ibragimov, 2011. "Rank - 1 / 2: A Simple Way to Improve the OLS Estimation of Tail Exponents," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(1), pages 24-39, January.
    11. 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.
    12. Podobnik, Boris & Christopher Crawford, G. & Lichtenstein, Benyamin & Lipic, Tomislav & Wild, Dorian & Zhang, Xin & Stanley, H. Eugene, 2020. "The new wealth of nations: How STEM fields generate the prosperity and inequality of individuals, companies, and countries," Chaos, Solitons & Fractals, Elsevier, vol. 141(C).
    13. David Sjoquist & John Winters, 2015. "The effect of Georgia’s HOPE scholarship on college major: a focus on STEM," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-29, December.
    14. Robert H. Frank, 2012. "The Darwin Economy: Liberty, Competition, and the Common Good: With a new afterword by the author," Economics Books, Princeton University Press, edition 1, number 9852.
    15. Charles I. Jones & Jihee Kim, 2018. "A Schumpeterian Model of Top Income Inequality," Journal of Political Economy, University of Chicago Press, vol. 126(5), pages 1785-1826.
    16. Charles I. Jones, 2015. "Pareto and Piketty: The Macroeconomics of Top Income and Wealth Inequality," Journal of Economic Perspectives, American Economic Association, vol. 29(1), pages 29-46, Winter.
    17. Tommaso Agasisti & Aleksei Egorov & Daria Zinchenko & Oleg Leshukov, 2021. "Efficiency of regional higher education systems and regional economic short-run growth: empirical evidence from Russia," Industry and Innovation, Taylor & Francis Journals, vol. 28(4), pages 507-534, April.
    18. Colombo, Massimo G. & Piva, Evila, 2020. "Start-ups launched by recent STEM university graduates: The impact of university education on entrepreneurial entry," Research Policy, Elsevier, vol. 49(6).
    19. Morgan R. Frank & David Autor & James E. Bessen & Erik Brynjolfsson & Manuel Cebrian & David J. Deming & Maryann Feldman & Matthew Groh & José Lobo & Esteban Moro & Dashun Wang & Hyejin Youn & Iyad Ra, 2019. "Toward understanding the impact of artificial intelligence on labor," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 116(14), pages 6531-6539, April.
    20. 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.
    21. Brunow, Stephan & Birkeneder, Antonia & Rodríguez-Pose, Andrés, 2018. "Creative and science-oriented employees and firm-level innovation," LSE Research Online Documents on Economics 87588, London School of Economics and Political Science, LSE Library.
    22. repec:ebl:ecbull:v:15:y:2003:i:6:p:1-7 is not listed on IDEAS
    23. Andre Esteva & Brett Kuprel & Roberto A. Novoa & Justin Ko & Susan M. Swetter & Helen M. Blau & Sebastian Thrun, 2017. "Dermatologist-level classification of skin cancer with deep neural networks," Nature, Nature, vol. 542(7639), pages 115-118, February.
    24. Gill A. Pratt, 2015. "Is a Cambrian Explosion Coming for Robotics?," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 51-60, Summer.
    25. 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.
    26. Günseli Baygan & Michael Freudenberg, 2000. "The Internationalisation of Venture Capital Activity in OECD Countries: Implications for Measurement and Policy," OECD Science, Technology and Industry Working Papers 2000/7, OECD Publishing.
    27. Alderman, Jillian & Forsyth, Joetta & Griffy-Brown, Charla & Walton, Richard C., 2022. "The benefits of hiring a STEM CEO: Decision making under innovation and real options," Technology in Society, Elsevier, vol. 71(C).
    28. Corrado Di Guilmi & Mauro Gallegati & Edoardo Gaffeo, 2003. "Power Law Scaling in the World Income Distribution," Economics Bulletin, AccessEcon, vol. 15(6), pages 1-7.
    29. Nicholas Kaldor, 1961. "Capital Accumulation and Economic Growth," International Economic Association Series, in: D. C. Hague (ed.), The Theory of Capital, chapter 0, pages 177-222, Palgrave Macmillan.
    Full references (including those not matched with items on IDEAS)

    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. Podobnik, Boris & Christopher Crawford, G. & Lichtenstein, Benyamin & Lipic, Tomislav & Wild, Dorian & Zhang, Xin & Stanley, H. Eugene, 2020. "The new wealth of nations: How STEM fields generate the prosperity and inequality of individuals, companies, and countries," Chaos, Solitons & Fractals, Elsevier, vol. 141(C).
    2. Jones, C.I., 2016. "The Facts of Economic Growth," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 3-69, Elsevier.
    3. Dan Cao & Wenlan Luo, 2017. "Persistent Heterogeneous Returns and Top End Wealth Inequality," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 26, pages 301-326, October.
    4. Shimizu, Ryosuke & Momoda, Shohei, 2023. "Does automation technology increase wage?," Journal of Macroeconomics, Elsevier, vol. 77(C).
    5. Ryosuke Shimizu & Shohei Momoda, 2020. "Does Automation Technology increase Wage?," KIER Working Papers 1039, Kyoto University, Institute of Economic Research.
    6. Patrick Mellacher, 2021. "Growth, Inequality and Declining Business Dynamism in a Unified Schumpeter Mark I + II Model," Papers 2111.09407, arXiv.org, revised Nov 2023.
    7. Cauvel, Michael & Pacitti, Aaron, 2022. "Bargaining power, structural change, and the falling U.S. labor share," Structural Change and Economic Dynamics, Elsevier, vol. 60(C), pages 512-530.
    8. Guimarães, Luís & Mazeda Gil, Pedro, 2022. "Explaining the Labor Share: Automation Vs Labor Market Institutions," Labour Economics, Elsevier, vol. 75(C).
    9. Shuhei Aoki & Makoto Nirei, 2014. "Zipf's Law, Pareto's Law, and the Evolution of Top Incomes in the U.S," Working Papers e074, Tokyo Center for Economic Research.
    10. Philippe Aghion & Ufuk Akcigit & Antonin Bergeaud & Richard Blundell & David Hemous, 2019. "Innovation and Top Income Inequality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(1), pages 1-45.
    11. ADACHI Daisuke & SAITO Yukiko, 2020. "Multinational Production and Labor Share," Discussion papers 20012, Research Institute of Economy, Trade and Industry (RIETI).
    12. Michael Knoblach & Fabian Stöckl, 2020. "What Determines The Elasticity Of Substitution Between Capital And Labor? A Literature Review," Journal of Economic Surveys, Wiley Blackwell, vol. 34(4), pages 847-875, September.
    13. Goren, Amir, 2016. "Inequality, Technical Change or Leverage?," MPRA Paper 72983, University Library of Munich, Germany.
    14. Walter Paternesi Meloni & Antonella Stirati, 2023. "The decoupling between labour compensation and productivity in high‐income countries: Why is the nexus broken?," British Journal of Industrial Relations, London School of Economics, vol. 61(2), pages 425-463, June.
    15. Bom, Pedro R.D. & Erauskin, Iñaki, 2022. "Productive government investment and the labor share," International Review of Economics & Finance, Elsevier, vol. 82(C), pages 347-363.
    16. Ryosuke Shimizu & Shohei Momoda, 2021. "Does Automation Technology increase Wage?," Discussion papers ron343, Policy Research Institute, Ministry of Finance Japan.
    17. 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.
    18. Jakub Growiec, 2019. "The Hardware–Software Model: A New Conceptual Framework of Production, R&D, and Growth with AI," Working Paper series 19-18, Rimini Centre for Economic Analysis.
    19. Berlingieri, Giuseppe & Blanchenay, Patrick & Criscuolo, Chiara, 2024. "The great divergence(s)," Research Policy, Elsevier, vol. 53(3).
    20. Ronald R. Kumar & Peter J. Stauvermann, 2020. "Economic and Social Sustainability: The Influence of Oligopolies on Inequality and Growth," Sustainability, MDPI, vol. 12(22), pages 1-23, November.

    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:eee:teinso:v:72:y:2023:i:c:s0160791x22002895. 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: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/technology-in-society .

    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.