IDEAS home Printed from https://ideas.repec.org/p/ssa/lemwps/2017-30.html
   My bibliography  Save this paper

Innovation, Finance, and Economic Growth: An Agent-Based Approach

Author

Listed:
  • Giorgio Fagiolo
  • Daniele Giachini
  • Andrea Roventini

Abstract

This paper extends the endogenous-growth agent-based model in Fagiolo and Dosi (2003) to study the finance-growth nexus. We explore industries where firms produce a homogeneous good using existing technologies, perform R&D activities to introduce new techniques, and imitate the most productive practices. Unlike the original model, we assume that both exploration and imitation require resources provided by banks, which pool agent savings and finance new projects via loans. We find that banking activity has a positive impact on growth. However, excessive financialization can hamper growth. Indeed, we find a significant and robust inverted-U shaped relation between financial depth and growth. Overall, our results stress the fundamental (and still poorly understood) role played by innovation in the finance-growth nexus.

Suggested Citation

  • Giorgio Fagiolo & Daniele Giachini & Andrea Roventini, 2017. "Innovation, Finance, and Economic Growth: An Agent-Based Approach," LEM Papers Series 2017/30, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
  • Handle: RePEc:ssa:lemwps:2017/30
    as

    Download full text from publisher

    File URL: http://www.lem.sssup.it/WPLem/files/2017-30.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    2. Beck Thorsten & Büyükkarabacak Berrak & Rioja Felix K. & Valev Neven T., 2012. "Who Gets the Credit? And Does It Matter? Household vs. Firm Lending Across Countries," The B.E. Journal of Macroeconomics, De Gruyter, vol. 12(1), pages 1-46, March.
    3. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    4. Beck, Thorsten & Levine, Ross, 2004. "Stock markets, banks, and growth: Panel evidence," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 423-442, March.
    5. Giorgio Fagiolo & Andrea Roventini, 2017. "Macroeconomic Policy in DSGE and Agent-Based Models Redux: New Developments and Challenges Ahead," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 20(1), pages 1-1.
    6. Fagiolo, Giorgio & Dosi, Giovanni, 2003. "Exploitation, exploration and innovation in a model of endogenous growth with locally interacting agents," Structural Change and Economic Dynamics, Elsevier, vol. 14(3), pages 237-273, September.
    7. Acemoglu, Daron & Zilibotti, Fabrizio, 1997. "Was Prometheus Unbound by Chance? Risk, Diversification, and Growth," Journal of Political Economy, University of Chicago Press, vol. 105(4), pages 709-751, August.
    8. Berger, Allen N. & Espinosa-Vega, Marco A. & Frame, W. Scott & Miller, Nathan H., 2011. "Why do borrowers pledge collateral? New empirical evidence on the role of asymmetric information," Journal of Financial Intermediation, Elsevier, vol. 20(1), pages 55-70, January.
    9. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    10. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, Oxford University Press, vol. 108(3), pages 717-737.
    11. Mikhail Stolbov, 2017. "Causality between credit depth and economic growth: evidence from 24 OECD countries," Empirical Economics, Springer, vol. 53(2), pages 493-524, September.
    12. Moritz Schularick & Alan M. Taylor, 2012. "Credit Booms Gone Bust: Monetary Policy, Leverage Cycles, and Financial Crises, 1870-2008," American Economic Review, American Economic Association, vol. 102(2), pages 1029-1061, April.
    13. van Damme, Eric, 1994. "Banking: A Survey of Recent Microeconomic Theory," Oxford Review of Economic Policy, Oxford University Press, vol. 10(4), pages 14-33, Winter.
    14. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    15. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    16. ., 2006. "Basic Needs Approach," Chapters, in: David Alexander Clark (ed.), The Elgar Companion to Development Studies, chapter 4, Edward Elgar Publishing.
    17. Riccetti, Luca & Russo, Alberto & Gallegati, Mauro, 2016. "Financialisation and crisis in an agent based macroeconomic model," Economic Modelling, Elsevier, vol. 52(PA), pages 162-172.
    18. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    19. Dosi, Giovanni & Fagiolo, Giorgio & Napoletano, Mauro & Roventini, Andrea, 2013. "Income distribution, credit and fiscal policies in an agent-based Keynesian model," Journal of Economic Dynamics and Control, Elsevier, vol. 37(8), pages 1598-1625.
    20. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    21. Jean Arcand & Enrico Berkes & Ugo Panizza, 2015. "Too much finance?," Journal of Economic Growth, Springer, vol. 20(2), pages 105-148, June.
    22. Loayza,Norman V. & Ouazad,Amine & Ranciere,Romain, 2017. "Financial development, growth, and crisis: is there a trade-off ?," Policy Research Working Paper Series 8237, The World Bank.
    23. Boyd, John H. & Prescott, Edward C., 1986. "Financial intermediary-coalitions," Journal of Economic Theory, Elsevier, vol. 38(2), pages 211-232, April.
    24. de la Fuente, Angel & Marin, JoseMaria, 1996. "Innovation, bank monitoring, and endogenous financial development," Journal of Monetary Economics, Elsevier, vol. 38(2), pages 269-301, October.
    25. Dosi, Giovanni & Fagiolo, Giorgio & Roventini, Andrea, 2010. "Schumpeter meeting Keynes: A policy-friendly model of endogenous growth and business cycles," Journal of Economic Dynamics and Control, Elsevier, vol. 34(9), pages 1748-1767, September.
    26. Cochrane, John H, 1988. "How Big Is the Random Walk in GNP?," Journal of Political Economy, University of Chicago Press, vol. 96(5), pages 893-920, October.
    27. Dosi, Giovanni & Fagiolo, Giorgio & Napoletano, Mauro & Roventini, Andrea & Treibich, Tania, 2015. "Fiscal and monetary policies in complex evolving economies," Journal of Economic Dynamics and Control, Elsevier, vol. 52(C), pages 166-189.
    28. Bencivenga, Valerie R. & Smith, Bruce D., 1993. "Some consequences of credit rationing in an endogenous growth model," Journal of Economic Dynamics and Control, Elsevier, vol. 17(1-2), pages 97-122.
    29. Dosi, Giovanni & Fagiolo, Giorgio & Napoletano, Mauro & Roventini, Andrea & Treibich, Tania, 2015. "Fiscal and monetary policies in complex evolving economies," Journal of Economic Dynamics and Control, Elsevier, vol. 52(C), pages 166-189.
    30. Arribas, Iván & Peiró-Palomino, Jesús & Tortosa-Ausina, Emili, 2020. "Is full banking integration desirable?," Journal of Banking & Finance, Elsevier, vol. 112(C).
    31. Greenwood, Jeremy & Smith, Bruce D., 1997. "Financial markets in development, and the development of financial markets," Journal of Economic Dynamics and Control, Elsevier, vol. 21(1), pages 145-181, January.
    32. Campbell, John Y. & Mankiw, N. Gregory, 1989. "International evidence on the persistence of economic fluctuations," Journal of Monetary Economics, Elsevier, vol. 23(2), pages 319-333, March.
    33. Beck, Thorsten & Levine, Ross & Loayza, Norman, 2000. "Finance and the sources of growth," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 261-300.
    34. Michał Jerzmanowski, 2017. "Finance and sources of growth: evidence from the U.S. states," Journal of Economic Growth, Springer, vol. 22(1), pages 97-122, March.
    35. Federico Cingano & Francesco Manaresi & Enrico Sette, 2016. "Does Credit Crunch Investment Down? New Evidence on the Real Effects of the Bank-Lending Channel," Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2737-2773.
    36. Law, Siong Hook & Singh, Nirvikar, 2014. "Does too much finance harm economic growth?," Journal of Banking & Finance, Elsevier, vol. 41(C), pages 36-44.
    37. Stiglitz, Joseph E & Weiss, Andrew, 1983. "Incentive Effects of Terminations: Applications to the Credit and Labor Markets," American Economic Review, American Economic Association, vol. 73(5), pages 912-927, December.
    38. Giorgio Fagiolo & Mattia Guerini & Francesco Lamperti & Alessio Moneta & Andrea Roventini, 2017. "Validation of Agent-Based Models in Economics and Finance," LEM Papers Series 2017/23, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    39. Christiane Kneer, 2013. "Finance as a Magnet for the Best and Brightest: Implications for the Real Economy," DNB Working Papers 392, Netherlands Central Bank, Research Department.
    40. Richard R. Nelson & Sidney G. Winter, 2002. "Evolutionary Theorizing in Economics," Journal of Economic Perspectives, American Economic Association, vol. 16(2), pages 23-46, Spring.
    41. Allen, Franklin & Gale, Douglas, 1997. "Financial Markets, Intermediaries, and Intertemporal Smoothing," Journal of Political Economy, University of Chicago Press, vol. 105(3), pages 523-546, June.
    42. Dosi, Giovanni, 1988. "Sources, Procedures, and Microeconomic Effects of Innovation," Journal of Economic Literature, American Economic Association, vol. 26(3), pages 1120-1171, September.
    43. King, Robert G. & Levine, Ross, 1993. "Finance, entrepreneurship and growth: Theory and evidence," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 513-542, December.
    44. Levine, Ross, 1991. "Stock Markets, Growth, and Tax Policy," Journal of Finance, American Finance Association, vol. 46(4), pages 1445-1465, September.
    45. Giebel, Marek & Kraft, Kornelius, 2018. "Bank credit supply and firm innovation," ZEW Discussion Papers 18-011, ZEW - Leibniz Centre for European Economic Research.
    46. Dosi, Giovanni & Nelson, Richard R, 1994. "An Introduction to Evolutionary Theories in Economics," Journal of Evolutionary Economics, Springer, vol. 4(3), pages 153-172, September.
    47. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    48. Enrico Berkes & Ugo Panizza & Jean Louis Arcand, 2015. "Too Much Finance or Statistical Illusion: A Comment," IHEID Working Papers 12-2015, Economics Section, The Graduate Institute of International Studies.
    49. Jakob B. Madsen & James B. Ang, 2016. "Finance-Led Growth in the OECD since the Nineteenth Century: How Does Financial Development Transmit to Growth?," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 552-572, July.
    50. Benczúr, Péter & Karagiannis, Stelios & Kvedaras, Virmantas, 2019. "Finance and economic growth: Financing structure and non-linear impact," Journal of Macroeconomics, Elsevier, vol. 62(C).
    51. Howard Bodenhorn, 2016. "Two Centuries of Finance and Growth in the United States, 1790-1980," Working Papers id:11352, eSocialSciences.
    52. Sheilla Nyasha & Nicholas M. Odhiambo, 2018. "Financial Development and Economic Growth Nexus: A Revisionist Approach," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 47(1), pages 223-229, February.
    53. Rosa Capolupo, 2018. "Finance, Investment and Growth: Evidence for Italy," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 47(1), pages 145-186, February.
    54. Blake LeBaron & Leigh Tesfatsion, 2008. "Modeling Macroeconomies as Open-Ended Dynamic Systems of Interacting Agents," American Economic Review, American Economic Association, vol. 98(2), pages 246-250, May.
    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. Giovanni Dosi & Francesco Lamperti & Mariana Mazzucato & Mauro Napoletano & Andrea Roventini, 2021. "Mission-Oriented Policies and the “Entrepreneurial State” at Work: An Agent-Based Exploration," Sciences Po publications 14/2021, Sciences Po.
    2. Botta, Alberto & Caverzasi, Eugenio & Russo, Alberto & Gallegati, Mauro & Stiglitz, Joseph E., 2021. "Inequality and finance in a rent economy," Journal of Economic Behavior & Organization, Elsevier, vol. 183(C), pages 998-1029.
    3. Andrea Vandin & Daniele Giachini & Francesco Lamperti & Francesca Chiaromonte, 2021. "Automated and Distributed Statistical Analysis of Economic Agent-Based Models," Papers 2102.05405, arXiv.org.
    4. Popoyan, Lilit & Napoletano, Mauro & Roventini, Andrea, 2020. "Winter is possibly not coming: Mitigating financial instability in an agent-based model with interbank market," Journal of Economic Dynamics and Control, Elsevier, vol. 117(C).
    5. D’Orazio, Paola & Valente, Marco, 2019. "The role of finance in environmental innovation diffusion: An evolutionary modeling approach," Journal of Economic Behavior & Organization, Elsevier, vol. 162(C), pages 417-439.
    6. Andrea Vandin & Daniele Giachini & Francesco Lamperti & Francesca Chiaromonte, 2020. "Automated and Distributed Statistical Analysis of Economic Agent-Based Models," LEM Papers Series 2020/31, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.

    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. Giorgio Fagiolo & Daniele Giachini & Andrea Roventini, 2017. "Innovation, Finance, and Economic Growth : an agent-based model," Sciences Po publications info:hdl:2441/1fai9i49vu8, Sciences Po.
    2. Giorgio Fagiolo & Daniele Giachini & Andrea Roventini, 2017. "Innovation, Finance, and Economic Growth : an agent-based model," Working Papers hal-03455400, HAL.
    3. Jean Arcand & Enrico Berkes & Ugo Panizza, 2015. "Too much finance?," Journal of Economic Growth, Springer, vol. 20(2), pages 105-148, June.
    4. Rosa Capolupo, 2018. "Finance, Investment and Growth: Evidence for Italy," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 47(1), pages 145-186, February.
    5. Samargandi, Nahla & Fidrmuc, Jan & Ghosh, Sugata, 2015. "Is the Relationship Between Financial Development and Economic Growth Monotonic? Evidence from a Sample of Middle-Income Countries," World Development, Elsevier, vol. 68(C), pages 66-81.
    6. Chu, Lan Khanh & Chu, Hung Viet, 2020. "Is too much liquidity harmful to economic growth?," The Quarterly Review of Economics and Finance, Elsevier, vol. 76(C), pages 230-242.
    7. Beck, T.H.L., 2011. "The Role of Finance in Economic Development : Benefits, Risks, and Politics," Discussion Paper 2011-141, Tilburg University, Center for Economic Research.
    8. Gründler, Klaus, 2015. "The vanishing effect of finance on growth," Discussion Paper Series 133, Julius Maximilian University of Würzburg, Chair of Economic Order and Social Policy.
    9. Jérôme Creel & Paul Hubert & Fabien Labondance, 2017. "Financialisation risks and economic performance," Working Papers hal-03471756, HAL.
    10. Laeven, Luc & Levine, Ross & Michalopoulos, Stelios, 2015. "Financial innovation and endogenous growth," Journal of Financial Intermediation, Elsevier, vol. 24(1), pages 1-24.
    11. James B. Ang, 2008. "A Survey Of Recent Developments In The Literature Of Finance And Growth," Journal of Economic Surveys, Wiley Blackwell, vol. 22(3), pages 536-576, July.
    12. Gründler, Klaus & Weitzel, Jan, 2013. "The financial sector and economic growth in a panel of countries," Discussion Paper Series 123, Julius Maximilian University of Würzburg, Chair of Economic Order and Social Policy.
    13. Mahmut ERDOGAN & Jülide YILDIRIM & Nadir ÖCAL, 2008. "Financial Development and Economic Growth in Turkey: a Spatial Effect Analysis," EcoMod2008 23800034, EcoMod.
    14. Kirikkaleli, Dervis & Athari, Seyed Alireza, 2020. "Time-frequency co-movements between bank credit supply and economic growth in an emerging market: Does the bank ownership structure matter?," The North American Journal of Economics and Finance, Elsevier, vol. 54(C).
    15. Carton, Christine & Ronquillo, Cely, 2008. "Determinantes del crecimiento económico e intermediación bancaria: un análisis empírico para países latinoamericanos [Determinants of economic growth and bank intermediation: empirical analysis for," MPRA Paper 15514, University Library of Munich, Germany, revised 25 Nov 2008.
    16. Rudra P. Pradhan & Mak B. Arvin & John H. Hall & Sahar Bahmani, 2014. "Causal nexus between economic growth, banking sector development, stock market development, and other macroeconomic variables: The case of ASEAN countries," Review of Financial Economics, John Wiley & Sons, vol. 23(4), pages 155-173, November.
    17. Loayza,Norman V. & Ouazad,Amine & Ranciere,Romain, 2017. "Financial development, growth, and crisis: is there a trade-off ?," Policy Research Working Paper Series 8237, The World Bank.
    18. Richard E. Itaman, 2022. "The finance‐growth nexus enigma: Bringing in institutional context and the productiveness debate," Journal of Economic Surveys, Wiley Blackwell, vol. 36(2), pages 504-527, April.
    19. Bangake, Chrysost & Eggoh, Jude C., 2011. "Further evidence on finance-growth causality: A panel data analysis," Economic Systems, Elsevier, vol. 35(2), pages 176-188, June.
    20. Denizer Cevdet A. & Iyigun Murat F. & Owen Ann, 2002. "Finance and Macroeconomic Volatility," The B.E. Journal of Macroeconomics, De Gruyter, vol. 2(1), pages 1-32, October.

    More about this item

    Keywords

    Agent-based Models; Innovation; Exploration vs. Exploitation; Endogenous Growth; Banking Sector; Finance-Growth Nexus;
    All these keywords.

    JEL classification:

    • C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O21 - Economic Development, Innovation, Technological Change, and Growth - - Development Planning and Policy - - - Planning Models; Planning Policy

    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:ssa:lemwps:2017/30. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: . General contact details of provider: https://edirc.repec.org/data/labssit.html .

    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: (email available below). General contact details of provider: https://edirc.repec.org/data/labssit.html .

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

    IDEAS is a RePEc service hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.