IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v173y2021ics0040162521006223.html
   My bibliography  Save this article

External supports, innovation efforts and productivity: Estimation of a CDM model for small firms in developing countries

Author

Listed:
  • Edeh, Jude N.
  • Acedo, Francisco J.

Abstract

Financial constraints have been identified as a major drawback of innovation activities and productivity of small entrepreneurial firms, especially in developing countries. While external financial supports provide incentives for innovation, we know much less about their effects in the context of developing market firms. This paper fills this research gap by proposing a modified version of the Crepon, Duguet, and Mairesse (CDM) model that estimates the effects of funds from the state, federal and foreign governments on innovation activities and productivity of small and medium-sized enterprises. We test the model on a firm-level dataset based on two waves of Nigeria innovation survey (NIS). The econometric results reveal that these sources of financial supports have heterogeneous effects on the knowledge input, innovation outputs and productivity. In addition, firm-level factors, in particular, innovation cooperation, human capital, export activities, firm age and size have considerable impacts on innovation capacity and firm productivity.

Suggested Citation

  • Edeh, Jude N. & Acedo, Francisco J., 2021. "External supports, innovation efforts and productivity: Estimation of a CDM model for small firms in developing countries," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
  • Handle: RePEc:eee:tefoso:v:173:y:2021:i:c:s0040162521006223
    DOI: 10.1016/j.techfore.2021.121189
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162521006223
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2021.121189?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. Mary Tripsas & Giovanni Gavetti, 2000. "Capabilities, cognition, and inertia: evidence from digital imaging," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1147-1161, October.
    2. Ramana Nanda & William R. Kerr, 2015. "Financing Innovation," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 445-462, December.
    3. Arthur M. Diamond, 1999. "Does Federal Funding “Crowd In” Private Funding Of Science?," Contemporary Economic Policy, Western Economic Association International, vol. 17(4), pages 423-431, October.
    4. Dirk Czarnitzki & Hanna Hottenrott & Susanne Thorwarth, 2011. "Industrial research versus development investment: the implications of financial constraints," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 35(3), pages 527-544.
    5. Musa Abdu & Adamu Jibir & Salihu Abdullahi & Aisha Adamu Hassan, 2021. "Drivers of manufacturing firms’ productivity: a micro-perspective to industrialization in Nigeria," SN Business & Economics, Springer, vol. 1(2), pages 1-17, February.
    6. Roberto Álvarez & Claudio Bravo-Ortega & Andrés Zahler, 2015. "Innovation and Productivity in Services: Evidence from Chile," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 51(3), pages 593-611, May.
    7. Vu, Quang & Tran, Tuyen Quang, 2021. "Government financial support and firm productivity in vietnam," Finance Research Letters, Elsevier, vol. 40(C).
    8. Carl Friedrich Kreuser & Carol Newman, 2018. "Total Factor Productivity in South African Manufacturing Firms," South African Journal of Economics, Economic Society of South Africa, vol. 86(S1), pages 40-78, January.
    9. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    10. Mairesse, Jacques & Mohnen, Pierre, 2010. "Using Innovation Surveys for Econometric Analysis," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1129-1155, Elsevier.
    11. Marin, Giovanni, 2014. "Do eco-innovations harm productivity growth through crowding out? Results of an extended CDM model for Italy," Research Policy, Elsevier, vol. 43(2), pages 301-317.
    12. George van Leeuwen & Pierre Mohnen, 2017. "Revisiting the Porter hypothesis: an empirical analysis of Green innovation for the Netherlands," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(1-2), pages 63-77, February.
    13. Julio Raffo & Stephane Lhuillery & Luis Miotti, 2008. "Northern and southern innovativity: a comparison across European and Latin American countries," The European Journal of Development Research, Taylor and Francis Journals, vol. 20(2), pages 219-239.
    14. David B. Audretsch (ed.), 2006. "Entrepreneurship, Innovation and Economic Growth," Books, Edward Elgar Publishing, number 4130.
    15. Cirera,Xavier & Lage,Filipe & Sabetti,Leonard, 2016. "ICT use, innovation, and productivity : evidence from Sub-Saharan Africa," Policy Research Working Paper Series 7868, The World Bank.
    16. Crespi, Gustavo & Zuniga, Pluvia, 2012. "Innovation and Productivity: Evidence from Six Latin American Countries," World Development, Elsevier, vol. 40(2), pages 273-290.
    17. Adedamola D. Adeyeye & Oluseye O. Jegede & Adekemi J. Oluwadare & Folake S. Aremu, 2016. "Micro-level determinants of innovation: analysis of the Nigerian manufacturing sector," Innovation and Development, Taylor & Francis Journals, vol. 6(1), pages 1-14, April.
    18. Giuseppe Nicoletti & Stefano Scarpetta, 2003. "Regulation, productivity and growth: OECD evidence [‘A model of growth through creative destruction’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 18(36), pages 9-72.
    19. Micheline Goedhuys & Norbert Janz & Pierre Mohnen, 2008. "What drives productivity in Tanzanian manufacturing firms: technology or business environment?," The European Journal of Development Research, Taylor and Francis Journals, vol. 20(2), pages 199-218.
    20. Yao Wang, 2016. "What are the biggest obstacles to growth of SMEs in developing countries? – An empirical evidence from an enterprise survey," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 16(3), pages 167-176, September.
    21. Sam Jones & John Page & Abebe Shimeles & Finn Tarp & John Page & Måns Söderbom, 2015. "Is Small Beautiful? Small Enterprise, Aid and Employment in Africa," African Development Review, African Development Bank, vol. 27(S1), pages 44-55, October.
    22. Sweet, Cassandra & Eterovic, Dalibor, 2019. "Do patent rights matter? 40 years of innovation, complexity and productivity," World Development, Elsevier, vol. 115(C), pages 78-93.
    23. Sam, B.A. TENDE & Ezie OBUMNEKE, 2014. "Impact of Petroleum on SMEs Growth in Nigeria," International Journal of Entrepreneurial Knowledge, Center for International Scientific Research of VSO and VSPP, vol. 2(2), pages 4-14, December.
    24. Busom, Isabel & Vélez-Ospina, Jorge Andrés, 2017. "Innovation, Public Support, and Productivity in Colombia. A Cross-industry Comparison," World Development, Elsevier, vol. 99(C), pages 75-94.
    25. Katrin Hussinger, 2008. "R&D and subsidies at the firm level: an application of parametric and semiparametric two-step selection models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(6), pages 729-747.
    26. 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.
    27. 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.
    28. Kumar, Krishna B., 2003. "Education And Technology Adoption In A Small Open Economy: Theory And Evidence," Macroeconomic Dynamics, Cambridge University Press, vol. 7(4), pages 586-617, September.
    29. Peter Egger & Christian Keuschnigg, 2015. "Innovation, Trade, and Finance," American Economic Journal: Microeconomics, American Economic Association, vol. 7(2), pages 121-157, May.
    30. Audretsch, David B. & Belitski, Maksim, 2020. "The role of R&D and knowledge spillovers in innovation and productivity," European Economic Review, Elsevier, vol. 123(C).
    31. repec:zbw:bofrdp:urn:nbn:fi:bof-201512141480 is not listed on IDEAS
    32. Diego Aboal & Ezequiel Tacsir, 2018. "Innovation and productivity in services and manufacturing: the role of ICT," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(2), pages 221-241.
    33. Barros, Henrique M., 2021. "Neither at the cutting edge nor in a patent-friendly environment: Appropriating the returns from innovation in a less developed economy," Research Policy, Elsevier, vol. 50(1).
    34. Audretsch, David B. & Kritikos, Alexander S. & Schiersch, Alexander, 2020. "Microfirms and innovation in the service sector," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 55(4), pages 997-1018.
    35. 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.
    36. 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.
    37. Marshall, Guillermo & Parra, Álvaro, 2019. "Innovation and competition: The role of the product market," International Journal of Industrial Organization, Elsevier, vol. 65(C), pages 221-247.
    38. Ariel Pakes & Zvi Griliches, 1980. "Patents and R and D at the Firm Level: A First Look," NBER Working Papers 0561, National Bureau of Economic Research, Inc.
    39. Wellalage, Nirosha Hewa & Fernandez, Viviana, 2019. "Innovation and SME finance: Evidence from developing countries," International Review of Financial Analysis, Elsevier, vol. 66(C).
    40. 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.
    41. Pierre Mohnen & Bronwyn Hall, 2013. "Innovation and Productivity: An Update," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 3(1), pages 47-65, June.
    42. Iain M. Cockburn & Megan J. MacGarvie, 2011. "Entry and Patenting in the Software Industry," Management Science, INFORMS, vol. 57(5), pages 915-933, May.
    43. Rowe,J. W. F., 2014. "Markets and Men," Cambridge Books, Cambridge University Press, number 9781107675001.
    44. Pakes, Ariel & Griliches, Zvi, 1980. "Patents and R&D at the firm level: A first report," Economics Letters, Elsevier, vol. 5(4), pages 377-381.
    45. Baumann, Julian & Kritikos, Alexander S., 2016. "The link between R&D, innovation and productivity: Are micro firms different?," Research Policy, Elsevier, vol. 45(6), pages 1263-1274.
    46. Bougrain, Frederic & Haudeville, Bernard, 2002. "Innovation, collaboration and SMEs internal research capacities," Research Policy, Elsevier, vol. 31(5), pages 735-747, July.
    47. Maskus, Keith E. & McDaniel, Christine, 1999. "Impacts of the Japanese patent system on productivity growth," Japan and the World Economy, Elsevier, vol. 11(4), pages 557-574, December.
    48. Bronwyn Hall & Francesca Lotti & Jacques Mairesse, 2009. "Innovation and productivity in SMEs: empirical evidence for Italy," Small Business Economics, Springer, vol. 33(1), pages 13-33, June.
    49. Bruce C. Greenwald & Joseph E. Stiglitz, 1986. "Externalities in Economies with Imperfect Information and Incomplete Markets," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 101(2), pages 229-264.
    50. Fabian Frick & Corina Jantke & Johannes Sauer, 2019. "Innovation and productivity in the food vs. the high-tech manufacturing sector," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(7), pages 674-694, October.
    51. Hans Lööf & Jacques Mairesse & Pierre Mohnen, 2017. "CDM 20 years after," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(1-2), pages 1-5, February.
    52. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    53. Fu, Xiaolan & Mohnen, Pierre & Zanello, Giacomo, 2018. "Innovation and productivity in formal and informal firms in Ghana," Technological Forecasting and Social Change, Elsevier, vol. 131(C), pages 315-325.
    54. Bronwyn H. Hall & Vania Sena, 2017. "Appropriability mechanisms, innovation, and productivity: evidence from the UK," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(1-2), pages 42-62, February.
    55. Jose Miguel Benavente, 2006. "The role of research and innovation in promoting productivity in chile," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(4-5), pages 301-315.
    56. Micheline Goedhuys & Leo Sleuwaegen, 2010. "High-growth entrepreneurial firms in Africa: a quantile regression approach," Small Business Economics, Springer, vol. 34(1), pages 31-51, January.
    57. Hyytinen, Ari & Toivanen, Otto, 2005. "Do financial constraints hold back innovation and growth?: Evidence on the role of public policy," Research Policy, Elsevier, vol. 34(9), pages 1385-1403, November.
    58. 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).
    59. Panagiotis Ganotakis & James H. Love, 2011. "R&D, product innovation, and exporting: evidence from UK new technology based firms," Oxford Economic Papers, Oxford University Press, vol. 63(2), pages 279-306, April.
    60. Claudia De Fuentes & Gabriela Dutrenit & Fernando Santiago & Natalia Gras, 2015. "Determinants of Innovation and Productivity in the Service Sector in Mexico," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 51(3), pages 578-592, May.
    61. Acosta, Manuel & Coronado, Daniel & Romero, Carlos, 2015. "Linking public support, R&D, innovation and productivity: New evidence from the Spanish food industry," Food Policy, Elsevier, vol. 57(C), pages 50-61.
    62. Edeh, Jude Ndubuisi & Obodoechi, Divine Ndubuisi & Ramos-Hidalgo, Encarnación, 2020. "Effects of innovation strategies on export performance: New empirical evidence from developing market firms," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    63. Kenneth Arrow, 1962. "Economic Welfare and the Allocation of Resources for Invention," NBER Chapters, in: The Rate and Direction of Inventive Activity: Economic and Social Factors, pages 609-626, National Bureau of Economic Research, Inc.
    64. repec:zbw:bofrdp:2015_028 is not listed on IDEAS
    65. Fulvio Castellacci, 2011. "How does competition affect the relationship between innovation and productivity? Estimation of a CDM model for Norway," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(7), pages 637-658, August.
    66. Flora Wang, 2016. "What are the biggest obstacles to growth of SMEs in developing countries? - A picture emerging from an enterprise survey," Working Papers IES 2016/09, Charles University Prague, Faculty of Social Sciences, Institute of Economic Studies, revised May 2016.
    67. Aerts, Kris & Schmidt, Tobias, 2008. "Two for the price of one?: Additionality effects of R&D subsidies: A comparison between Flanders and Germany," Research Policy, Elsevier, vol. 37(5), pages 806-822, June.
    68. D. Czarnitzki & N. O'Byrnes, 2007. "R&D, Innovation and the Impact on Productivity in Flanders," Review of Business and Economic Literature, KU Leuven, Faculty of Economics and Business (FEB), Review of Business and Economic Literature, vol. 0(2), pages 199-216.
    69. André Spithoven & Wim Vanhaverbeke & Nadine Roijakkers, 2013. "Open innovation practices in SMEs and large enterprises," Small Business Economics, Springer, vol. 41(3), pages 537-562, October.
    70. Abidemi C. Adegboye & Samuel Iweriebor, 2018. "Does Access to Finance Enhance SME Innovation and Productivity in Nigeria? Evidence from the World Bank Enterprise Survey," African Development Review, African Development Bank, vol. 30(4), pages 449-461, December.
    71. Anders Gustafsson & Patrik Gustavsson Tingvall & Daniel Halvarsson, 2020. "Subsidy Entrepreneurs: an Inquiry into Firms Seeking Public Grants," Journal of Industry, Competition and Trade, Springer, vol. 20(3), pages 439-478, September.
    72. Hanan Morsy & Amira El-Shal, 2020. "Working Paper 340 - Innovation and Productivity in Developing Economies," Working Paper Series 2466, African Development Bank.
    73. Olayungbo, D.O., 2019. "Effects of oil export revenue on economic growth in Nigeria: A time varying analysis of resource curse," Resources Policy, Elsevier, vol. 64(C).
    74. Audretsch, David B. & Keilbach, Max C. & Lehmann, Erik E., 2006. "Entrepreneurship and Economic Growth," OUP Catalogue, Oxford University Press, number 9780195183511, Decembrie.
    75. Giovannetti, Emanuele & Piga, Claudio A., 2017. "The contrasting effects of active and passive cooperation on innovation and productivity: Evidence from British local innovation networks," International Journal of Production Economics, Elsevier, vol. 187(C), pages 102-112.
    76. Richard R. Nelson, 1959. "The Simple Economics of Basic Scientific Research," Journal of Political Economy, University of Chicago Press, vol. 67, pages 297-297.
    77. Davide Castellani & Antonello Zanfei, 2007. "Internationalisation, Innovation and Productivity: How Do Firms Differ in Italy?," The World Economy, Wiley Blackwell, vol. 30(1), pages 156-176, January.
    78. Carboni, Oliviero A., 2017. "The effect of public support on investment and R&D: An empirical evaluation on European manufacturing firms," Technological Forecasting and Social Change, Elsevier, vol. 117(C), pages 282-295.
    79. 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.
    80. Yan Dong & Chao Men, 2014. "SME Financing in Emerging Markets: Firm Characteristics, Banking Structure and Institutions," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 50(1), pages 120-149, January.
    81. Claudia Capozza & Marialuisa Divella, 2019. "Human capital and firms’ innovation: evidence from emerging economies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(7), pages 741-757, October.
    82. Inter-American Development Bank & Matteo Grazzi & Carlo Pietrobelli (ed.), 2016. "Firm Innovation and Productivity in Latin America and the Caribbean," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-349-58151-1.
    83. Sofy Carayannopoulos, 2009. "How Technology–Based New Firms Leverage Newness and Smallness to Commercialize Disruptive Technologies," Entrepreneurship Theory and Practice, , vol. 33(2), pages 419-438, March.
    84. Micheline Goedhuys & Norbert Janz & Pierre Mohnen, 2014. "Knowledge-based productivity in "low-tech" industries: evidence from firms in developing countries," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(1), pages 1-23, February.
    85. Elena Huergo & Jordi Jaumandreu, 2004. "How Does Probability of Innovation Change with Firm Age?," Small Business Economics, Springer, vol. 22(3_4), pages 193-207, April.
    86. Wadho, Waqar & Chaudhry, Azam, 2018. "Innovation and firm performance in developing countries: The case of Pakistani textile and apparel manufacturers," Research Policy, Elsevier, vol. 47(7), pages 1283-1294.
    87. Samwel Macharia Chege & Daoping Wang & Shaldon Leparan Suntu, 2020. "Impact of information technology innovation on firm performance in Kenya," Information Technology for Development, Taylor & Francis Journals, vol. 26(2), pages 316-345, April.
    88. Gebreeyesus, Mulu, 2009. "Innovation and Microenterprises Growth in Ethiopia," MERIT Working Papers 2009-053, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    89. Morris, Diego M., 2018. "Innovation and productivity among heterogeneous firms," Research Policy, Elsevier, vol. 47(10), pages 1918-1932.
    90. Babajide Fowowe, 2011. "The finance‐growth nexus in Sub‐Saharan Africa: Panel cointegration and causality tests," Journal of International Development, John Wiley & Sons, Ltd., vol. 23(2), pages 220-239, March.
    91. Oyelaran-Oyeyinka, B. & Laditan, G. O. A. & Esubiyi, A. O., 1996. "Industrial innovation in Sub-Saharan Africa: the manufacturing sector in Nigeria," Research Policy, Elsevier, vol. 25(7), pages 1081-1096, October.
    92. Jordi Jaumandreu & Jacques Mairesse, 2017. "Disentangling the effects of process and product innovation on cost and demand," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(1-2), pages 150-167, February.
    93. Isabel Busom & Jorge-Andrés Vélez-Ospina, 2017. "Innovation, public support and productivity in colombia," Working Papers wpdea1701, Department of Applied Economics at Universitat Autonoma of Barcelona.
    94. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    95. David B. Audretsch & Alexander S. Kritikos & Alexander Schiersch, 0. "Microfirms and innovation in the service sector," Small Business Economics, Springer, vol. 0, pages 1-22.
    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. Liu, Sheng & Wang, Yukai, 2023. "Green innovation effect of pilot zones for green finance reform: Evidence of quasi natural experiment," Technological Forecasting and Social Change, Elsevier, vol. 186(PA).
    2. Zhou, Kuo & Luo, Haotian & Qu, Zhi, 2023. "What can the environmental rule of law do for environmental innovation? Evidence from environmental tribunals in China," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    3. Huang, Hongyun & Mbanyele, William & Wang, Fengrong & Song, Malin & Wang, Yuzhang, 2022. "Climbing the quality ladder of green innovation: Does green finance matter?," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    4. Zhou, Kuo & Luo, Haotian & Ye, Diyu & Tao, Yunqing, 2022. "The power of anti-corruption in environmental innovation: Evidence from a quasi-natural experiment in China," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    5. Schubert, Torben & Ashouri, Sajad & Deschryvere, Matthias & Jäger, Angela & Visentin, Fabiana & Cunningham, Scott & Hajikhani, Arash & Pukelis, Lukas & Suominen, Arho, 2023. "The role of product digitization for productivity," MERIT Working Papers 2023-004, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    6. Gaglio, Cyrielle & Kraemer-Mbula, Erika & Lorenz, Edward, 2022. "The effects of digital transformation on innovation and productivity: Firm-level evidence of South African manufacturing micro and small enterprises," Technological Forecasting and Social Change, Elsevier, vol. 182(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. Alejandro García-Pozo & Juan Antonio Campos-Soria & J. Aníbal Núñez-Carrasco, 2021. "Technological innovation and productivity across Spanish regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 67(1), pages 167-187, August.
    2. Ugur, Mehment & Vivarelli, Marco, 2020. "The role of innovation in industrial dynamics and productivity growth: a survey of the literature," GLO Discussion Paper Series 648, Global Labor Organization (GLO).
    3. Max Nathan & Anna Rosso, 2017. "Innovative events," Development Working Papers 429, Centro Studi Luca d'Agliano, University of Milano, revised 08 Apr 2019.
    4. Mehmet Ugur & Marco Vivarelli, 2021. "Innovation, firm survival and productivity: the state of the art," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 30(5), pages 433-467, July.
    5. Son Thi Kim Le, 2019. "Innovation efforts in developing countries: The case of Vietnamese small and medium-sized enterprises," WIDER Working Paper Series wp-2019-7, World Institute for Development Economic Research (UNU-WIDER).
    6. Wadho, Waqar & Chaudhry, Azam, 2022. "Innovation strategies and productivity growth in developing countries: Firm-level evidence from Pakistani manufacturers," Journal of Asian Economics, Elsevier, vol. 81(C).
    7. Bettina Peters & Rebecca Riley & Iulia Siedschlag & Priit Vahter & John McQuinn, 2018. "Internationalisation, innovation and productivity in services: evidence from Germany, Ireland and the United Kingdom," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 154(3), pages 585-615, August.
    8. Crespi, Gustavo & Zuniga, Pluvia, 2012. "Innovation and Productivity: Evidence from Six Latin American Countries," World Development, Elsevier, vol. 40(2), pages 273-290.
    9. Amy Kahn & Moses Sithole & Yasser Buchana, 2022. "An analysis of the impact of technological innovation on productivity in South African manufacturing firms using direct measures of innovation," South African Journal of Economics, Economic Society of South Africa, vol. 90(1), pages 37-56, March.
    10. Caterina Santi & Pietro Santoleri, 2017. "Exploring the link between innovation and growth in Chilean firms," Small Business Economics, Springer, vol. 49(2), pages 445-467, August.
    11. Mehmet Ugur & Marco Vivarelli, 2020. "Technology, industrial dynamics and productivity: a critical survey," DISCE - Quaderni del Dipartimento di Politica Economica dipe0011, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    12. Wadho, Waqar & Chaudhry, Azam, 2020. "Innovation Strategies and Productivity Growth in Developing Countries: Evidence from Pakistan," GLO Discussion Paper Series 466, Global Labor Organization (GLO).
    13. Morris, Diego M., 2018. "Innovation and productivity among heterogeneous firms," Research Policy, Elsevier, vol. 47(10), pages 1918-1932.
    14. Burcu Fazlıoğlu & Başak Dalgıç & Ahmet Burçin Yereli, 2019. "The effect of innovation on productivity: evidence from Turkish manufacturing firms," Industry and Innovation, Taylor & Francis Journals, vol. 26(4), pages 439-460, April.
    15. Audretsch, David B. & Belitski, Maksim, 2020. "The role of R&D and knowledge spillovers in innovation and productivity," European Economic Review, Elsevier, vol. 123(C).
    16. Wadho, Waqar & Chaudhry, Azam, 2018. "Innovation and firm performance in developing countries: The case of Pakistani textile and apparel manufacturers," Research Policy, Elsevier, vol. 47(7), pages 1283-1294.
    17. Barge-Gil, Andrés & López, Alberto, 2014. "R&D determinants: Accounting for the differences between research and development," Research Policy, Elsevier, vol. 43(9), pages 1634-1648.
    18. Baumann, Julian & Kritikos, Alexander S., 2016. "The link between R&D, innovation and productivity: Are micro firms different?," Research Policy, Elsevier, vol. 45(6), pages 1263-1274.
    19. Fedyunina, Anna & Radosevic, Slavo, 2022. "The relationship between R&D, innovation and productivity in emerging economies: CDM model and alternatives," Economic Systems, Elsevier, vol. 46(3).
    20. David B. Audretsch & Alexander S. Kritikos & Alexander Schiersch, 2020. "Microfirms and innovation in the service sector," Small Business Economics, Springer, vol. 55(4), pages 997-1018, December.

    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:tefoso:v:173:y:2021:i:c:s0040162521006223. 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: http://www.sciencedirect.com/science/journal/00401625 .

    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.