IDEAS home Printed from https://ideas.repec.org/a/eee/respol/v51y2022i1s0048733321001700.html
   My bibliography  Save this article

Innovative events: product launches, innovation and firm performance

Author

Listed:
  • Nathan, Max
  • Rosso, Anna

Abstract

In this paper, we shed new light on the links between firm-level innovation and growth. We introduce data that capture a difficult-to-observe aspect of firms' innovative activity – new product/service launches – at scale. We show that our novel measures complement existing innovation metrics. We build a simple framework covering firm-level innovation, launches and revenue productivity. Then, we show positive linkages between past patenting and launches and between launches and performance for a large panel of small and medium-sized enterprises (SMEs) in the UK. We go on to explore the roles of age, size, industry and product/service quality in these relationships. A subset of SMEs with high-quality launches explains our results.

Suggested Citation

  • Nathan, Max & Rosso, Anna, 2022. "Innovative events: product launches, innovation and firm performance," Research Policy, Elsevier, vol. 51(1).
    • Handle: RePEc:eee:respol:v:51:y:2022:i:1:s0048733321001700
    DOI: 10.1016/j.respol.2021.104373
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0048733321001700
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.respol.2021.104373?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. Professor Bronwyn Hall, 2013. "The importance (or not) of patents to UK firms," National Institute of Economic and Social Research (NIESR) Discussion Papers 410, National Institute of Economic and Social Research.
    2. Christian Helmers & Mark Rogers, 2010. "Innovation and the Survival of New Firms in the UK," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 36(3), pages 227-248, May.
    3. Liran Einav & Jonathan Levin, 2014. "The Data Revolution and Economic Analysis," Innovation Policy and the Economy, University of Chicago Press, vol. 14(1), pages 1-24.
    4. Andrin Spescha & Martin Woerter, 2019. "Innovation and firm growth over the business cycle," Industry and Innovation, Taylor & Francis Journals, vol. 26(3), pages 321-347, March.
    5. Block, Jörn H. & Fisch, Christian O. & Hahn, Alexander & Sandner, Philipp G., 2015. "Why do SMEs file trademarks? Insights from firms in innovative industries," Research Policy, Elsevier, vol. 44(10), pages 1915-1930.
    6. David Autor & David Dorn & Gordon H. Hanson & Gary Pisano & Pian Shu, 2020. "Foreign Competition and Domestic Innovation: Evidence from US Patents," American Economic Review: Insights, American Economic Association, vol. 2(3), pages 357-374, September.
    7. Bryan Kelly & Dimitris Papanikolaou & Amit Seru & Matt Taddy, 2021. "Measuring Technological Innovation over the Long Run," American Economic Review: Insights, American Economic Association, vol. 3(3), pages 303-320, September.
    8. Michael Noel & Mark Schankerman, 2013. "Strategic Patenting and Software Innovation," Journal of Industrial Economics, Wiley Blackwell, vol. 61(3), pages 481-520, September.
    9. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    10. Philipp Schautschick & Christine Greenhalgh, 2016. "Empirical studies of trade marks -- The existing economic literature," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(4), pages 358-390, June.
    11. Zvi Griliches, 1998. "Productivity, R&D, and Basic Research at the Firm Level in the 1970s," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 82-99, National Bureau of Economic Research, Inc.
    12. 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.
    13. Howell, Anthony, 2015. "‘Indigenous’ innovation with heterogeneous risk and new firm survival in a transitioning Chinese economy," Research Policy, Elsevier, vol. 44(10), pages 1866-1876.
    14. Iain M. Cockburn & Jean O. Lanjouw & Mark Schankerman, 2016. "Patents and the Global Diffusion of New Drugs," American Economic Review, American Economic Association, vol. 106(1), pages 136-164, January.
    15. Axenbeck, Janna & Breithaupt, Patrick, 2019. "Web-based innovation indicators: Which firm website characteristics relate to firm-level innovation activity?," ZEW Discussion Papers 19-063, ZEW - Leibniz Centre for European Economic Research.
    16. David Lenz & Peter Winker, 2020. "Measuring the diffusion of innovations with paragraph vector topic models," PLOS ONE, Public Library of Science, vol. 15(1), pages 1-18, January.
    17. Arts, Sam & Hou, Jianan & Gomez, Juan Carlos, 2021. "Natural language processing to identify the creation and impact of new technologies in patent text: Code, data, and new measures," Research Policy, Elsevier, vol. 50(2).
    18. Meindert Flikkema & Ard-Pieter De Man & Carolina Castaldi, 2014. "Are Trademark Counts a Valid Indicator of Innovation? Results of an In-Depth Study of New Benelux Trademarks Filed by SMEs," Industry and Innovation, Taylor & Francis Journals, vol. 21(4), pages 310-331, May.
    19. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 665-712.
    20. Flikkema, Meindert & Castaldi, Carolina & de Man, Ard-Pieter & Seip, Marcel, 2019. "Trademarks’ relatedness to product and service innovation: A branding strategy approach," Research Policy, Elsevier, vol. 48(6), pages 1340-1353.
    21. Castellacci, Fulvio, 2008. "Technological paradigms, regimes and trajectories: Manufacturing and service industries in a new taxonomy of sectoral patterns of innovation," Research Policy, Elsevier, vol. 37(6-7), pages 978-994, July.
    22. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    23. Bronwyn Hall & Christian Helmers & Mark Rogers & Vania Sena, 2014. "The Choice between Formal and Informal Intellectual Property: A Review," Journal of Economic Literature, American Economic Association, vol. 52(2), pages 375-423, June.
    24. Rasmus Lentz & Dale T. Mortensen, 2008. "An Empirical Model of Growth Through Product Innovation," Econometrica, Econometric Society, vol. 76(6), pages 1317-1373, November.
    25. Seip, Marcel & Castaldi, Carolina & Flikkema, Meindert & De Man, Ard-Pieter, 2018. "The timing of trademark application in innovation processes," Technovation, Elsevier, vol. 72, pages 34-45.
    26. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    27. Bottazzi, Giulio & Dosi, Giovanni & Lippi, Marco & Pammolli, Fabio & Riccaboni, Massimo, 2001. "Innovation and corporate growth in the evolution of the drug industry," International Journal of Industrial Organization, Elsevier, vol. 19(7), pages 1161-1187, July.
    28. 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.
    29. Gerard Hoberg & Gordon Phillips, 2016. "Text-Based Network Industries and Endogenous Product Differentiation," Journal of Political Economy, University of Chicago Press, vol. 124(5), pages 1423-1465.
    30. Carolina Castaldi & Joern Block & Meindert J. Flikkema, 2020. "Editorial: why and when do firms trademark? Bridging perspectives from industrial organisation, innovation and entrepreneurship," Industry and Innovation, Taylor & Francis Journals, vol. 27(1-2), pages 1-10, February.
    31. Stefano Bianchini & Gabriele Pellegrino & Federico Tamagni, 2018. "Innovation complementarities and firm growth," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(4), pages 657-676.
    32. 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).
    33. Ufuk Akcigit & William R. Kerr, 2018. "Growth through Heterogeneous Innovations," Journal of Political Economy, University of Chicago Press, vol. 126(4), pages 1374-1443.
    34. Lucia Foster & Cheryl Grim & John Haltiwanger, 2016. "Reallocation in the Great Recession: Cleansing or Not?," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 293-331.
    35. Matthew Gentzkow & Bryan Kelly & Matt Taddy, 2019. "Text as Data," Journal of Economic Literature, American Economic Association, vol. 57(3), pages 535-574, September.
    36. Cucculelli, Marco & Ermini, Barbara, 2012. "New product introduction and product tenure: What effects on firm growth?," Research Policy, Elsevier, vol. 41(5), pages 808-821.
    37. Mendonca, Sandro & Pereira, Tiago Santos & Godinho, Manuel Mira, 2004. "Trademarks as an indicator of innovation and industrial change," Research Policy, Elsevier, vol. 33(9), pages 1385-1404, November.
    38. Thijs ten Raa & William H. Greene (ed.), 2019. "The Palgrave Handbook of Economic Performance Analysis," Springer Books, Springer, number 978-3-030-23727-1, December.
    39. 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.
    40. Erik Stam & Karl Wennberg, 2009. "The roles of R&D in new firm growth," Small Business Economics, Springer, vol. 33(1), pages 77-89, June.
    41. Wendy C. Y. Li & Bronwyn H. Hall, 2020. "Depreciation of Business R&D Capital," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 66(1), pages 161-180, March.
    42. Crass, Dirk, 2020. "Which firms use trademarks? Firm-level evidence from Germany on the role of distance, product quality and innovation," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 27(7), pages 730-755.
    43. Paul H. Jensen & Elizabeth Webster, 2009. "Another Look At The Relationship Between Innovation Proxies," Australian Economic Papers, Wiley Blackwell, vol. 48(3), pages 252-269, September.
    44. Grillitsch, Markus & Schubert, Torben & Srholec, Martin, 2019. "Knowledge base combinations and firm growth," Research Policy, Elsevier, vol. 48(1), pages 234-247.
    45. Patrick Llerena & Valentine Millot, 2020. "Are two better than one? Modelling the complementarity between patents and trademarks across industries," Industry and Innovation, Taylor & Francis Journals, vol. 27(1-2), pages 52-79, February.
    46. 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.
    47. Matthew Gentzkow & Jesse M. Shapiro, 2010. "What Drives Media Slant? Evidence From U.S. Daily Newspapers," Econometrica, Econometric Society, vol. 78(1), pages 35-71, January.
    48. Nathan, Max & Rosso, Anna, 2015. "Mapping digital businesses with big data: Some early findings from the UK," Research Policy, Elsevier, vol. 44(9), pages 1714-1733.
    49. David Audretsch & Alex Coad & Agustí Segarra, 2014. "Firm growth and innovation," Small Business Economics, Springer, vol. 43(4), pages 743-749, December.
    50. 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.
    51. Argente, David & Lee, Munseob & Moreira, Sara, 2018. "Innovation and product reallocation in the great recession," Journal of Monetary Economics, Elsevier, vol. 93(C), pages 1-20.
    52. 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.
    53. Bronwyn H. Hall, 2011. "Innovation and Productivity," NBER Working Papers 17178, National Bureau of Economic Research, Inc.
    54. Tor Jakob Klette & Samuel Kortum, 2004. "Innovating Firms and Aggregate Innovation," Journal of Political Economy, University of Chicago Press, vol. 112(5), pages 986-1018, October.
    55. Geertjan De Vries & Enrico Pennings & Joern H. Block & Christian Fisch, 2017. "Trademark or patent? The effects of market concentration, customer type and venture capital financing on start-ups’ initial IP applications," Industry and Innovation, Taylor & Francis Journals, vol. 24(4), pages 325-345, May.
    56. Ana M. Fernandes & Caroline Paunov, 2015. "The Risks of Innovation: Are Innovating Firms Less Likely to Die?," The Review of Economics and Statistics, MIT Press, vol. 97(3), pages 638-653, July.
    57. Alex Coad, 2009. "The Growth of Firms," Books, Edward Elgar Publishing, number 13424.
    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. Kinne, Jan & Lenz, David, 2019. "Predicting innovative firms using web mining and deep learning," ZEW Discussion Papers 19-001, ZEW - Leibniz Centre for European Economic Research.
    60. Guarascio, Dario & Tamagni, Federico, 2019. "Persistence of innovation and patterns of firm growth," Research Policy, Elsevier, vol. 48(6), pages 1493-1512.
    61. Bei, Xiaoshu, 2019. "Trademarks, specialized complementary assets, and the external sourcing of innovation," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    62. Bronwyn H. Hall & Christian Helmers & Mark Rogers & Vania Sena, 2013. "The importance (or not) of patents to UK firms," Oxford Economic Papers, Oxford University Press, vol. 65(3), pages 603-629, July.
    63. Ufuk Akcigit, 2017. "Economic Growth: The Past, the Present, and the Future," Journal of Political Economy, University of Chicago Press, vol. 125(6), pages 1736-1747.
    64. Paul Nightingale & Alex Coad, 2014. "Muppets and gazelles: political and methodological biases in entrepreneurship research," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(1), pages 113-143, February.
    65. Alfred Kleinknecht & Jeroen O. N. Reijnen & Wendy Smits, 1993. "Collecting Literature-based Innovation Output Indicators. The Experience in the Netherlands," Palgrave Macmillan Books, in: Alfred Kleinknecht & Donald Bain (ed.), New Concepts in Innovation Output Measurement, chapter 3, pages 42-84, Palgrave Macmillan.
    66. Mohnen, Pierre, 2019. "R&D, innovation and productivity," MERIT Working Papers 2019-016, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    67. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    68. Farasat A. S. Bokhari & Franco Mariuzzo & Anna Rita Bennato, 0. "Innovation and growth in the UK pharmaceuticals: the case of product and marketing introductions," Small Business Economics, Springer, vol. 0, pages 1-32.
    69. Alex Coad & Gabriele Pellegrino & Maria Savona, 2016. "Barriers to innovation and firm productivity," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(3), pages 321-334, April.
    70. Gilbert, Richard J & Newbery, David M G, 1982. "Preemptive Patenting and the Persistence of Monopoly," American Economic Review, American Economic Association, vol. 72(3), pages 514-526, June.
    71. 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.
    72. Bronwyn H. Hall & Dietmar Harhoff, 2012. "Recent Research on the Economics of Patents," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 541-565, July.
    73. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    74. Coombs, R. & Narandren, P. & Richards, A., 1996. "A literature-based innovation output indicator," Research Policy, Elsevier, vol. 25(3), pages 403-413, May.
    75. Morris, Diego M., 2018. "Innovation and productivity among heterogeneous firms," Research Policy, Elsevier, vol. 47(10), pages 1918-1932.
    76. Andrea Fosfuri & Marco S. Giarratana & Alessandra Luzzi, 2008. "The Penguin Has Entered the Building: The Commercialization of Open Source Software Products," Organization Science, INFORMS, vol. 19(2), pages 292-305, April.
    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. Carolina Castaldi & Sandro Mendonca, 2021. "Regions and trademarks. Research opportunities and policy insights from leveraging trademarks in regional innovation studies," Papers in Evolutionary Economic Geography (PEEG) 2138, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Dec 2021.
    2. Alex Coad, 2022. "Lumps, Bumps and Jumps in the Firm Growth Process," Foundations and Trends(R) in Entrepreneurship, now publishers, vol. 18(4), pages 212-267, April.
    3. María Elena Murrieta-Oquendo & Iván Manuel De la Vega, 2022. "State and Dynamics of the Innovative Performance of Medium and Large Firms in the Manufacturing Sector in Emerging Economies: The Cases of Peru and Ecuador," Sustainability, MDPI, vol. 15(1), pages 1-23, December.
    4. Abbasiharofteh, Milad & Kriesch, Lukas, 2024. "Not all twins are identical: the digital layer of “twin” transition market applications," Papers in Innovation Studies 2024/16, Lund University, CIRCLE - Centre for Innovation Research.
    5. A. Fronzetti Colladon & B. Guardabascio & F. Venturini, 2023. "A new mapping of technological interdependence," Papers 2308.00014, arXiv.org, revised Sep 2024.
    6. 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).
    7. Bangjuan Wang & Weisheng Mao & Junxian Piao & Chengliang Liu, 2023. "Does external linkage stimulate innovation capacity? The analysis based on “dual‐pipelines” framework," Papers in Regional Science, Wiley Blackwell, vol. 102(3), pages 613-633, June.

    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. Max Nathan & Anna Rosso, 2017. "Innovative events," Development Working Papers 429, Centro Studi Luca d'Agliano, University of Milano, revised 08 Apr 2019.
    2. 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.
    3. Stefano Bianchini & Federico Tamagni & Gabriele Pellegrino, 2016. "Innovation strategies and firm growth," Working Papers 2016/10, Institut d'Economia de Barcelona (IEB).
    4. 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).
    5. Guarascio, Dario & Tamagni, Federico, 2019. "Persistence of innovation and patterns of firm growth," Research Policy, Elsevier, vol. 48(6), pages 1493-1512.
    6. 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).
    7. 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.
    8. Yougen Cao & Shengce Ren & Mei Du, 2022. "Strategic trademark management: a systematic literature review and prospects for future research," Journal of Brand Management, Palgrave Macmillan, vol. 29(5), pages 435-453, September.
    9. 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).
    10. Alex Coad & Agustí Segarra-Blasco & Mercedes Teruel, 2021. "A bit of basic, a bit of applied? R&D strategies and firm performance," The Journal of Technology Transfer, Springer, vol. 46(6), pages 1758-1783, December.
    11. Jaan Masso & Amaresh K Tiwari, 2021. "Productivity Implications Of R&D, Innovation And Capital Accumulation For Incumbents And Entrants: The Case Of Estonia," University of Tartu - Faculty of Economics and Business Administration Working Paper Series 130, Faculty of Economics and Business Administration, University of Tartu (Estonia).
    12. Marco Grazzi & Chiara Piccardo & Cecilia Vergari, 2020. "Concordance and complementarity in IP instruments," Industry and Innovation, Taylor & Francis Journals, vol. 27(7), pages 756-788, August.
    13. Farasat A. S. Bokhari & Franco Mariuzzo & Anna Rita Bennato, 2021. "Innovation and growth in the UK pharmaceuticals: the case of product and marketing introductions," Small Business Economics, Springer, vol. 57(1), pages 603-634, June.
    14. 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).
    15. 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.
    16. Fisch, Christian & Meoli, Michele & Vismara, Silvio & Block, Jörn H., 2022. "The effect of trademark breadth on IPO valuation and post-IPO performance: an empirical investigation of 1510 European IPOs," Journal of Business Venturing, Elsevier, vol. 37(5).
    17. 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).
    18. Jaan Masso & Amaresh K Tiwari, 2022. "Productivity Implications of R&D, Innovation, and Capital Accumulation for Incumbents and Entrants: Perspectives from a Catching-up Economy," Papers 2205.10540, arXiv.org.
    19. Marco Grazzi & Chiara Piccardo & Cecilia Vergari, 2022. "Turmoil over the crisis: innovation capabilities and firm exit," Small Business Economics, Springer, vol. 59(2), pages 537-564, August.
    20. Başak Dalgıç & Burcu Fazlıoğlu, 2021. "Innovation and firm growth: Turkish manufacturing and services SMEs," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(3), pages 395-419, September.

    More about this item

    Keywords

    innovation; productivity; ICT; data science;
    All these keywords.

    JEL classification:

    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
    • L86 - Industrial Organization - - Industry Studies: Services - - - Information and Internet Services; Computer Software
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General

    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:eee:respol:v:51:y:2022:i:1:s0048733321001700. 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.elsevier.com/locate/respol .

    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.