IDEAS home Printed from https://ideas.repec.org/a/bla/presci/v100y2021i6p1337-1354.html
   My bibliography  Save this article

Regional characteristics and the decision to innovate in a developing country: A multilevel analysis of Ecuadorian firms

Author

Listed:
  • Fernando Bruna
  • Juan Fernández‐Sastre

Abstract

This is the first study that uses multilevel modelling to analyse regional influence on the decision to invest in innovation activities of firms in a single developing country, Ecuador. Our results indicate that the decision to invest in R&D and in other innovation activities are conditioned by the region in which the firm is located. Regional loan volume, orientation towards knowledge exploitation and intra‐regional‐sectorial R&D spillovers are positively associated with both types of innovation activities, while regional levels of co‐operation and inter‐regional R&D spillovers are only positively associated with the probability of investing in other innovation activities. Este es el primer estudio que utiliza la modelización multinivel para analizar la influencia regional en la decisión de invertir en las actividades de innovación de las empresas de un solo país en desarrollo, Ecuador. Los resultados indican que la decisión de invertir en I+D y en otras actividades de innovación está condicionada por la región en la que se encuentra la empresa. El volumen de préstamos regionales, la orientación hacia la explotación del conocimiento y los spillovers de la I+D intrarregional‐sectorial están asociados positivamente con ambos tipos de actividades de innovación, mientras que los niveles regionales de cooperación y los efectos indirectos de la I+D interregional sólo están asociados positivamente con la probabilidad de invertir en otras actividades de innovación. 本稿は、単一の開発途上国であるエクアドルにおける企業のイノベーション活動への投資の意思決定に対する地域の影響を、マルチレベルモデリングを用いて分析した最初の研究報告である。結果から、研究開発及びその他のイノベーション活動への投資の意思決定は、どの地域に企業が立地しているかに左右されることが示される。地域の融資額、知識活用指向、及び地域内の研究開発スピルオーバーは、研究開発とその他のイノベーション活動の両方と正の関連性があるが、地域レベルの業務提携や地域間の研究開発スピルオーバーは、その他のイノベーション活動への投資の可能性と正の関連性があるだけである。

Suggested Citation

  • Fernando Bruna & Juan Fernández‐Sastre, 2021. "Regional characteristics and the decision to innovate in a developing country: A multilevel analysis of Ecuadorian firms," Papers in Regional Science, Wiley Blackwell, vol. 100(6), pages 1337-1354, December.
  • Handle: RePEc:bla:presci:v:100:y:2021:i:6:p:1337-1354
    DOI: 10.1111/pirs.12632
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/pirs.12632
    Download Restriction: no

    File URL: https://libkey.io/10.1111/pirs.12632?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
    ---><---

    References listed on IDEAS

    as
    1. Woodward, Douglas & Figueiredo, Octavio & Guimaraes, Paulo, 2006. "Beyond the Silicon Valley: University R&D and high-technology location," Journal of Urban Economics, Elsevier, vol. 60(1), pages 15-32, July.
    2. Martin Srholec, 2011. "A multilevel analysis of innovation in developing countries ," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 20(6), pages 1539-1569, December.
    3. 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.
    4. Martin Srholec, 2010. "A Multilevel Approach to Geography of Innovation," Regional Studies, Taylor & Francis Journals, vol. 44(9), pages 1207-1220.
    5. Toivanen, Otto & Stoneman, Paul, 1998. "Dynamics of R&D and investment: UK evidence," Economics Letters, Elsevier, vol. 58(1), pages 119-126, January.
    6. Brown, James R. & Martinsson, Gustav & Petersen, Bruce C., 2012. "Do financing constraints matter for R&D?," European Economic Review, Elsevier, vol. 56(8), pages 1512-1529.
    7. Jana Schmutzler & Edward Lorenz, 2018. "Tolerance, agglomeration, and enterprise innovation performance: a multilevel analysis of Latin American regions," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(2), pages 243-268.
    8. Lall, Sanjaya, 1992. "Technological capabilities and industrialization," World Development, Elsevier, vol. 20(2), pages 165-186, February.
    9. Barasa, Laura & Knoben, Joris & Vermeulen, Patrick & Kimuyu, Peter & Kinyanjui, Bethuel, 2017. "Institutions, resources and innovation in East Africa: A firm level approach," Research Policy, Elsevier, vol. 46(1), pages 280-291.
    10. Bengt-Åke Lundvall & K. J. Joseph & Cristina Chaminade & Jan Vang (ed.), 2009. "Handbook of Innovation Systems and Developing Countries," Books, Edward Elgar Publishing, number 12943.
    11. Duncan, Craig & Jones, Kelvyn & Moon, Graham, 1998. "Context, composition and heterogeneity: Using multilevel models in health research," Social Science & Medicine, Elsevier, vol. 46(1), pages 97-117, January.
    12. 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.
    13. Jarle Aarstad & Olav Andreas Kvitastein & Stig‐Erik Jakobsen, 2019. "Location decisions of enterprise R&D investments as a function of related and unrelated regional industry structures: A multilevel study," Papers in Regional Science, Wiley Blackwell, vol. 98(2), pages 779-797, April.
    14. Rodrigo Arocena & Judith Sutz, 2000. "Looking At National Systems Of Innovation From The South," Industry and Innovation, Taylor & Francis Journals, vol. 7(1), pages 55-75.
    15. 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.
    16. Elff, Martin & Heisig, Jan Paul & Schaeffer, Merlin & Shikano, Susumu, 2021. "Multilevel Analysis with Few Clusters: Improving Likelihood-based Methods to Provide Unbiased Estimates and Accurate Inference," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 51(1), pages 412-426.
    17. Bell, Andrew & Jones, Kelvyn, 2015. "Explaining Fixed Effects: Random Effects Modeling of Time-Series Cross-Sectional and Panel Data," Political Science Research and Methods, Cambridge University Press, vol. 3(1), pages 133-153, January.
    18. Roberto Camagni & Roberta Capello, 2005. "ICTs and territorial competitiveness in the era of internet," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 39(3), pages 421-438, September.
    19. Cristina Chaminade & Bengt-åke Lundvall & Jan Vang & K. J. Joseph, 2009. "Designing Innovation Policies for Development: Towards a Systemic Experimentation-based Approach," Chapters, in: Bengt-Åke Lundvall & K. J. Joseph & Cristina Chaminade & Jan Vang (ed.), Handbook of Innovation Systems and Developing Countries, chapter 13, Edward Elgar Publishing.
    20. Block, Thorsten H., 2002. "Financial systems, innovation and economic performance," Research Memorandum 013, Maastricht University, Maastricht Economic Research Institute on Innovation and Technology (MERIT).
    21. Elff, Martin & Heisig, Jan Paul & Schaeffer, Merlin & Shikano, Susumu, 2021. "Multilevel Analysis with Few Clusters: Improving Likelihood-Based Methods to Provide Unbiased Estimates and Accurate Inference," British Journal of Political Science, Cambridge University Press, vol. 51(1), pages 412-426, January.
    22. Jee-Seon Kim & Edward Frees, 2006. "Omitted Variables in Multilevel Models," Psychometrika, Springer;The Psychometric Society, vol. 71(4), pages 659-690, December.
    23. Daniel Stegmueller, 2013. "How Many Countries for Multilevel Modeling? A Comparison of Frequentist and Bayesian Approaches," American Journal of Political Science, John Wiley & Sons, vol. 57(3), pages 748-761, July.
    24. Esther Goya & Esther Vayá & Jordi Suriñach, 2016. "Innovation spillovers and firm performance: micro evidence from Spain (2004–2009)," Journal of Productivity Analysis, Springer, vol. 45(1), pages 1-22, February.
    25. Laura Cruz-Castro & Adelheid Holl & Ruth Rama & Luis Sanz-Menéndez, 2018. "Economic crisis and company R&D in Spain: do regional and policy factors matter?," Industry and Innovation, Taylor & Francis Journals, vol. 25(8), pages 729-751, September.
    26. Lutz Bellmann & Katalin Evers & Reinhard Hujer, 2018. "Regional and firm-specific effects on innovations using multi-level methods," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 61(2), pages 319-349, September.
    27. Amber Naz & Annekatrin Niebuhr & Jan Peters, 2015. "What’s behind the disparities in firm innovation rates across regions? Evidence on composition and context effects," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 55(1), pages 131-156, October.
    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. Zeng Gang & Zhang Yi & Cao Xianzhong, 2023. "Cross-Border knowledge pipelines and innovation performance of chinese firms: evidence from Zhangjiang in Shanghai," ZFW – Advances in Economic Geography, De Gruyter, vol. 67(1), pages 33-46, May.

    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. Oliviero A. Carboni & Giuseppe Medda, 2021. "Innovative activities and investment decision: evidence from European firms," The Journal of Technology Transfer, Springer, vol. 46(1), pages 172-196, February.
    2. Francesco Aiello & Graziella Bonanno & Stefania Patrizia Sonia Rossi, 2019. "Risk Aversion And Entrepreneurship: Financing Innovation For Smes Across Europe. Evidence From Multilevel Models," Working Papers 201902, Università della Calabria, Dipartimento di Economia, Statistica e Finanza "Giovanni Anania" - DESF.
    3. Bettina Becker, 2013. "The Determinants of R&D Investment: A Survey of the Empirical Research," Discussion Paper Series 2013_09, Department of Economics, Loughborough University, revised Sep 2013.
    4. Liu, Duan & Zhou, Qianzhen & Chen, Shiqi & Wan, Hong & He, Hongbo, 2021. "Capital market access and innovation efficiency: A natural experiment from China’s pilot VAT reform in 2012," International Review of Economics & Finance, Elsevier, vol. 71(C), pages 549-566.
    5. Amin,Mohammad, 2021. "Does Competition from Informal Firms Impact R&D by Formal SMEs ? Evidence Using Firm-Level Survey Data," Policy Research Working Paper Series 9868, The World Bank.
    6. Muhammad Kaleem Khan & Ahmad Kaleem & Salman Zulfiqar & Umair Akram, 2019. "Innovation Investment: Behaviour Of Chinese Firms Towards Financing Sources," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 23(07), pages 1-29, October.
    7. Diego d’Andria & Dimitrios Pontikakis & Agnieszka Skonieczna, 2018. "Towards a European R&D incentive? An assessment of R&D provisions under a common corporate tax base," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 27(5-6), pages 531-550, August.
    8. Brown, James R. & Floros, Ioannis V., 2012. "Access to private equity and real firm activity: Evidence from PIPEs," Journal of Corporate Finance, Elsevier, vol. 18(1), pages 151-165.
    9. Aysun, Uluc & Kabukcuoglu, Zeynep, 2019. "Interest rates, R&D investment and the distortionary effects of R&D incentives," European Economic Review, Elsevier, vol. 111(C), pages 191-210.
    10. Bischoff, Thore Sören & Hipp, Ann & Runst, Petrik, 2023. "Firm innovation and generalized trust as a regional resource," Research Policy, Elsevier, vol. 52(8).
    11. Silva Filipe & Carreira Carlos, 2017. "Financial Constraints: Do They Matter to Allocate R&D Subsidies?," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 17(4), pages 1-26, October.
    12. Liu, Duan & Li, Zhiyuan & He, Hongbo & Hou, Wenxuan, 2021. "The determinants of R&D smoothing with asset sales: Evidence from R&D-intensive firms in China," International Review of Economics & Finance, Elsevier, vol. 75(C), pages 76-93.
    13. Guney, Yilmaz & Karpuz, Ahmet & Ozkan, Neslihan, 2017. "R&D investments and credit lines," Journal of Corporate Finance, Elsevier, vol. 46(C), pages 261-283.
    14. Xiang, Xiaojian & Liu, Chuanjiang & Yang, Mian, 2022. "Who is financing corporate green innovation?," International Review of Economics & Finance, Elsevier, vol. 78(C), pages 321-337.
    15. Edward Lorenz & Sophie Pommet, 2017. "Innovation, Credit Constraints and National Banking Systems: A Comparison of Developing Nations," GREDEG Working Papers 2017-16, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
    16. Nemlioglu, Ilayda & Mallick, Sushanta K., 2020. "Do innovation-intensive firms mitigate their valuation uncertainty during bad times?," Journal of Economic Behavior & Organization, Elsevier, vol. 177(C), pages 913-940.
    17. Andrea Bellucci & Luca Pennacchio & Alberto Zazzaro, 2019. "R&D Subsidies and Firms’ Debt Financing," CSEF Working Papers 527, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    18. Lööf, Hans & Martinsson, Gustav & Mohammadi, Ali, 2017. "Finance and Innovative Investment in Environmental Technology: The Case of Sweden," Working Paper Series in Economics and Institutions of Innovation 445, Royal Institute of Technology, CESIS - Centre of Excellence for Science and Innovation Studies.
    19. Fernando Bruna, 2022. "Happy Cultures? A Multilevel Model of Well-Being with Individual and Contextual Human Values," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 164(1), pages 55-77, November.
    20. Kadri Männasoo & Jaanika Meriküll, 2015. "The impact of firm financing constraints on R&D over the business cycle," Working Papers 348, Leibniz Institut für Ost- und Südosteuropaforschung (Institute for East and Southeast European Studies).

    More about this item

    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:bla:presci:v:100:y:2021:i:6:p:1337-1354. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=1056-8190 .

    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.