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The Determinants of Firm’s Innovation in Africa

Author

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  • Misraku Molla Ayalew

    (Dongbei University of Finance and Economics)

  • Zhang Xianzhi

    (Dongbei University of Finance and Economics)

  • Yidersal Dagnaw Dinberu

    (Bahirdar University)

  • Demis Hailegebreal Hailu

    (Dongbei University of Finance and Economics)

Abstract

Based on the data obtained from the World Bank’s enterprise survey for 9988 firms from 28 African countries, this study investigates the effect of firm characteristic, openness, and resource-based determinants of innovation. The investigation conducted on the overall sample firms and subgroups formed based on sector, size, and age. The result obtained from the baseline estimation and subgroup analysis commonly shows that firm size, openness (export intensity, competition, and foreign ownership), and resource-based determinants (access to credit, R&D, employees’ training, and gender of a top manager) mainly affects the firm’s probability to innovate. Our separate analysis of the subgroups of sampled firms provides the following additional interesting results. First, the effect of competition from the informal market decrease with the increase in firm size and become insignificant for large firms. Second, the proportion of firms have access to finance increase with firm size, but its effect on innovation decrease in the increase in firm size. Third, large firms invest more in R&D, but efficiency in the use of R&D expenditure tends for smaller firms than larger ones. Four, human capital is mostly relevant for young firms’ likelihood to innovate. The results obtained from the subgroup analysis provide evidence that the effect of firm characteristics, openness, and resource-based determinants varied across the subgroups of firms. This study emphasizes the relevance of considering endogeneity and firm’s heterogeneities in investigating the determinants of innovation.

Suggested Citation

  • Misraku Molla Ayalew & Zhang Xianzhi & Yidersal Dagnaw Dinberu & Demis Hailegebreal Hailu, 2020. "The Determinants of Firm’s Innovation in Africa," Journal of Industry, Competition and Trade, Springer, vol. 20(3), pages 527-567, September.
  • Handle: RePEc:kap:jincot:v:20:y:2020:i:3:d:10.1007_s10842-019-00313-4
    DOI: 10.1007/s10842-019-00313-4
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    as
    1. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    2. Lee, Cassey, 2004. "The Determinants of Innovation in the Malaysian Manufacturing Sector: An Econometric Analysis at the Firm Level," Centre on Regulation and Competition (CRC) Working papers 30670, University of Manchester, Institute for Development Policy and Management (IDPM).
    3. Richard W. Blundell & James L. Powell, 2004. "Endogeneity in Semiparametric Binary Response Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 71(3), pages 655-679.
    4. Hajivassiliou, Vassilis & Savignac, Frédérique, 2007. "Financing constraints and a firm's decision and ability to innovate: establishing direct and reverse effects," LSE Research Online Documents on Economics 4774, London School of Economics and Political Science, LSE Library.
    5. Aterido, Reyes & Beck, Thorsten & Iacovone, Leonardo, 2013. "Access to Finance in Sub-Saharan Africa: Is There a Gender Gap?," World Development, Elsevier, vol. 47(C), pages 102-120.
    6. Joseph A. Schumpeter, 1952. "The General Economist," NBER Chapters, in: Wesley Clair Mitchell: The Economic Scientist, pages 321-340, National Bureau of Economic Research, Inc.
    7. Michael Peneder & Martin Woerter, 2014. "Competition, R&D and innovation: testing the inverted-U in a simultaneous system," Journal of Evolutionary Economics, Springer, vol. 24(3), pages 653-687, July.
    8. Lee, Neil & Sameen, Hiba & Cowling, Marc, 2015. "Access to finance for innovative SMEs since the financial crisis," Research Policy, Elsevier, vol. 44(2), pages 370-380.
    9. Rita Almeida & Ana Margarida Fernandes, 2008. "Openness and Technological Innovations in Developing Countries: Evidence from Firm-Level Surveys," Journal of Development Studies, Taylor & Francis Journals, vol. 44(5), pages 701-727.
    10. Lee, Sangwon & Nam, Yoonjae & Lee, Seonmi & Son, Hyunjung, 2016. "Determinants of ICT innovations: A cross-country empirical study," Technological Forecasting and Social Change, Elsevier, vol. 110(C), pages 71-77.
    11. Loof, Hans & Heshmati, Almas, 2002. "Knowledge capital and performance heterogeneity: : A firm-level innovation study," International Journal of Production Economics, Elsevier, vol. 76(1), pages 61-85, March.
    12. Bruno Crepon & Emmanuel Duguet & Jacques Mairesse, 1998. "Research, Innovation And Productivity: An Econometric Analysis At The Firm Level," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 7(2), pages 115-158.
    13. Faïz Gallouj & Maria Savona, 2009. "Innovation in services: a review of the debate and a research agenda," Journal of Evolutionary Economics, Springer, vol. 19(2), pages 149-172, April.
    14. Hall, Bronwyn H. & Lerner, Josh, 2010. "The Financing of R&D and Innovation," 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 609-639, Elsevier.
    15. Cohen, Wesley M & Klepper, Steven, 1996. "Firm Size and the Nature of Innovation within Industries: The Case of Process and Product R&D," The Review of Economics and Statistics, MIT Press, vol. 78(2), pages 232-243, May.
    16. Ufuk Akcigit & William R. Kerr, 2018. "Growth through Heterogeneous Innovations," Journal of Political Economy, University of Chicago Press, vol. 126(4), pages 1374-1443.
    17. Pellegrino, Gabriele & Piva, Mariacristina & Vivarelli, Marco, 2012. "Young firms and innovation: A microeconometric analysis," Structural Change and Economic Dynamics, Elsevier, vol. 23(4), pages 329-340.
    18. Rachel Griffith & Elena Huergo & Jacques Mairesse & Bettina Peters, 2006. "Innovation and Productivity Across Four European Countries," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 22(4), pages 483-498, Winter.
    19. Agénor, Pierre-Richard & Canuto, Otaviano, 2017. "Access to finance, product innovation and middle-income traps," Research in Economics, Elsevier, vol. 71(2), pages 337-355.
    20. Protogerou, Aimilia & Caloghirou, Yannis & Vonortas, Nicholas S., 2017. "Determinants of young firms’ innovative performance: Empirical evidence from Europe," Research Policy, Elsevier, vol. 46(7), pages 1312-1326.
    21. Hanna Hottenrott & Bettina Peters, 2012. "Innovative Capability and Financing Constraints for Innovation: More Money, More Innovation?," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 1126-1142, November.
    22. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    23. Spyros Arvanitis, 2008. "Explaining Innovative Activity In Service Industries: Micro Data Evidence For Switzerland," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(3), pages 209-225.
    24. 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.
    25. Hashi, Iraj & Stojčić, Nebojša, 2013. "The impact of innovation activities on firm performance using a multi-stage model: Evidence from the Community Innovation Survey 4," Research Policy, Elsevier, vol. 42(2), pages 353-366.
    26. Moez El Elj, 2012. "Innovation in Tunisia: Empirical Analysis for Industrial Sector," Journal of Innovation Economics, De Boeck Université, vol. 0(1), pages 183-197.
    27. Faïz Gallouj, 1997. "Towards a neo-Schumpeterian theory of innovation in services?," Science and Public Policy, Oxford University Press, vol. 24(6), pages 405-420, December.
    28. Jaan Masso & Priit Vahter, 2008. "Technological innovation and productivity in late-transition Estonia: econometric evidence from innovation surveys," The European Journal of Development Research, Taylor and Francis Journals, vol. 20(2), pages 240-261.
    29. Faïz Gallouj & Paul Windrum, 2009. "Services and services innovation," Journal of Evolutionary Economics, Springer, vol. 19(2), pages 141-148, April.
    30. Gallouj, Faiz & Weinstein, Olivier, 1997. "Innovation in services," Research Policy, Elsevier, vol. 26(4-5), pages 537-556, December.
    31. Bronwyn Hall, 2004. "The financing of research and development," Chapters, in: Anthony Bartzokas & Sunil Mani (ed.), Financial Systems, Corporate Investment in Innovation, and Venture Capital, chapter 2, Edward Elgar Publishing.
    32. Olfa Kammoun & Mohieddine Rahmouni, 2014. "Appropriation Instruments and Innovation Activities: Evidence from Tunisian Firms," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 11(06), pages 1-22.
    33. Enrico Santarelli & Hien Thu Tran, 2017. "Young innovative companies: Are they high performers in transition economies? Evidence for Vietnam," The Journal of Technology Transfer, Springer, vol. 42(5), pages 1052-1076, October.
    34. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    35. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    36. Åsa Lindholm Dahlstrand & Dilek Cetindamar, 2000. "The dynamics of innovation financing in Sweden," Venture Capital, Taylor & Francis Journals, vol. 2(3), pages 203-221, July.
    37. Crepon, B. & Duguet, E. & Mairesse, J., 1998. "Research Investment, Innovation and Productivity: An Econometric Analysis at the Firm Level," Papiers d'Economie Mathématique et Applications 98.15, Université Panthéon-Sorbonne (Paris 1).
    38. Frederique Savignac, 2008. "Impact Of Financial Constraints On Innovation: What Can Be Learned From A Direct Measure?," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(6), pages 553-569.
    39. Gary S. Becker, 1962. "Investment in Human Capital: A Theoretical Analysis," NBER Chapters, in: Investment in Human Beings, pages 9-49, National Bureau of Economic Research, Inc.
    40. Austin Nichols, 2006. "Weak Instruments: An Overview and New Techniques," North American Stata Users' Group Meetings 2006 3, Stata Users Group.
    41. Sandra M. Leitner & Robert Stehrer, 2016. "The Role of Financial Constraints for Different Innovation Strategies: Evidence for CESEE and FSU Countries," wiiw Working Papers 125, The Vienna Institute for International Economic Studies, wiiw.
    42. Antonio Alleyne & Troy Lorde & Quinn Weekes, 2017. "A Firm-Level Investigation of Innovation in the Caribbean: A Comparison of Manufacturing and Service Firms," Economies, MDPI, vol. 5(3), pages 1-18, September.
    43. James H. Stock & Motohiro Yogo, 2002. "Testing for Weak Instruments in Linear IV Regression," NBER Technical Working Papers 0284, National Bureau of Economic Research, Inc.
    44. 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.
    45. Faïz Gallouj, 2009. "Services and Innovation," Post-Print halshs-01113947, HAL.
    46. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    47. repec:cup:jfinqa:v:46:y:2011:i:06:p:1545-1580_00 is not listed on IDEAS
    48. Edward Lorenz, 2014. "Do Credit Constrained Firms in Africa Innovate Less? A Study Based on Nine African Nations," GREDEG Working Papers 2014-29, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
    49. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    50. Emilie-Pauline Gallié & Diego Legros, 2012. "Firms’ human capital, R&D and innovation: a study on French firms," Post-Print halshs-01227925, HAL.
    51. Cohen, Wesley M., 2010. "Fifty Years of Empirical Studies of Innovative Activity and Performance," 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 129-213, Elsevier.
    52. John Cantwell & José Molero (ed.), 2003. "Multinational Enterprises, Innovative Strategies and Systems of Innovation," Books, Edward Elgar Publishing, number 3182.
    53. Geroski, Paul A., 1995. "Market Structure, Corporate Performance, and Innovative Activity," OUP Catalogue, Oxford University Press, number 9780198288558.
    54. Mohieddine Rahmouni, 2013. "Innovativeness of Exporting firms in a Developing Country: The Case of Tunisia," Economics Bulletin, AccessEcon, vol. 33(2), pages 914-930.
    55. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    56. Ljiljana Božić & Pierre Mohnen, 2016. "Determinants of Innovation in Croatian SMEs – Comparison of Service and Manufacturing Firms," Tržište/Market, Faculty of Economics and Business, University of Zagreb, vol. 28(1), pages 7-27.
    57. Mariana Mazzucato, 2013. "Financing innovation: creative destruction vs. destructive creation," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(4), pages 851-867, August.
    58. Micheline Goedhuys, 2007. "Learning, product innovation, and firm heterogeneity in developing countries; Evidence from Tanzania," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(2), pages 269-292, April.
    59. Jacob Mincer, 1993. "Studies In Human Capital," Books, Edward Elgar Publishing, number 316.
    60. Sudipto Bhattacharya & Jay R. Ritter, 1983. "Innovation and Communication: Signalling with Partial Disclosure," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 50(2), pages 331-346.
    61. Walid Hadhri & Rigas Arvanitis & Hatem M’Henni, 2016. "Determinants of innovation activities in small and open economies: the Lebanese business sector," Journal of Innovation Economics, De Boeck Université, vol. 0(3), pages 77-107.
    62. Hollenstein, Heinz, 2003. "Innovation modes in the Swiss service sector: a cluster analysis based on firm-level data," Research Policy, Elsevier, vol. 32(5), pages 845-863, May.
    63. 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.
    64. Ayyagari, Meghana & Demirgüç-Kunt, Asli & Maksimovic, Vojislav, 2011. "Firm Innovation in Emerging Markets: The Role of Finance, Governance, and Competition," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(6), pages 1545-1580, December.
    65. Filipe Silva & Carlos Carreira, 2010. "Financial constraints: Are there differences between manufacturing and services?," GEMF Working Papers 2010-16, GEMF, Faculty of Economics, University of Coimbra.
    66. Forsman, Helena, 2011. "Innovation capacity and innovation development in small enterprises. A comparison between the manufacturing and service sectors," Research Policy, Elsevier, vol. 40(5), pages 739-750, June.
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    Cited by:

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    2. Linguère Mously Mbaye & Assi Okara & Massimiliano Tani, 2022. "Working Paper 361 - Labour mobility and innovation in Africa," Working Paper Series 2487, African Development Bank.

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    More about this item

    Keywords

    Firm openness; Innovation; Resource-based determinants; Export intensity; Africa;
    All these keywords.

    JEL classification:

    • F41 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Open Economy Macroeconomics
    • L20 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - General
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O55 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Africa

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