IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v149y2022icp340-352.html
   My bibliography  Save this article

Capital market deepening, Governor’s characteristics and Russian regional enterprises: A big data analysis

Author

Listed:
  • Sohag, Kazi
  • Kliestik, Tomas
  • Shams, S.M. Riad
  • Mariev, Oleg
  • Davidson, Natalia

Abstract

We measure the impact of the bank credit disbursement on Micro, Small and Medium Enterprises (MSME) growth, incorporating the role of regional governors’ characteristics in the case of 84 regions of the Russian Federation. Given the considerable heterogeneity across regions, time and reverse causality, we applied the Panel Quantile Regression via Moments (MM-QR) approach to analyze monthly frequency big data (2016M1–2021M1). Our empirical investigation demonstrates that bank credit disbursement and MSME growth follow a non-monotonic relation, implying that up to the specific size of the credit is detrimental, but after surpassing the threshold size, it is supportive to MSME growth under each quantile. Regional governors’ political and economic liaison with the federal government impede MSME growth under different quantiles of MSME growth. Our findings further infer that credit market deepening along with firms’ individual characteristics are crucial for enterprise performance in the current time of digital transformation. We provide several policy implications.

Suggested Citation

  • Sohag, Kazi & Kliestik, Tomas & Shams, S.M. Riad & Mariev, Oleg & Davidson, Natalia, 2022. "Capital market deepening, Governor’s characteristics and Russian regional enterprises: A big data analysis," Journal of Business Research, Elsevier, vol. 149(C), pages 340-352.
  • Handle: RePEc:eee:jbrese:v:149:y:2022:i:c:p:340-352
    DOI: 10.1016/j.jbusres.2022.05.035
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296322004702
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbusres.2022.05.035?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. Bogatyreva, Karina & Laskovaia, Anastasiia & Osiyevskyy, Oleksiy, 2022. "Entrepreneurial activity, intrapreneurship, and conducive institutions: Is there a connection?," Journal of Business Research, Elsevier, vol. 146(C), pages 45-56.
    2. Hartwell, Christopher A. & Otrachshenko, Vladimir & Popova, Olga, 2021. "Waxing power, waning pollution: The effect of COVID-19 on Russian environmental policymaking," Ecological Economics, Elsevier, vol. 184(C).
    3. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    4. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    5. Buitrago R., Ricardo E. & Barbosa Camargo, María Inés, 2021. "Institutions, institutional quality, and international competitiveness: Review and examination of future research directions," Journal of Business Research, Elsevier, vol. 128(C), pages 423-435.
    6. Victor Chernozhukov & Iv·n Fern·ndez-Val & Alfred Galichon, 2010. "Quantile and Probability Curves Without Crossing," Econometrica, Econometric Society, vol. 78(3), pages 1093-1125, May.
    7. Evgeny Yakovlev & Ekaterina Zhuravskaya, 2013. "The Unequal Enforcement Of Liberalization: Evidence From Russia'S Reform Of Business Regulation," Journal of the European Economic Association, European Economic Association, vol. 11(4), pages 808-838, August.
    8. Spencer, Jennifer W. & Gomez, Carolina, 2004. "The relationship among national institutional structures, economic factors, and domestic entrepreneurial activity: a multicountry study," Journal of Business Research, Elsevier, vol. 57(10), pages 1098-1107, October.
    9. Pissarides, Francesca & Singer, Miroslav & Svejnar, Jan, 2003. "Objectives and constraints of entrepreneurs: evidence from small and medium size enterprises in Russia and Bulgaria," Journal of Comparative Economics, Elsevier, vol. 31(3), pages 503-531, September.
    10. David Urbano & Claudia Alvarez, 2014. "Institutional dimensions and entrepreneurial activity: an international study," Small Business Economics, Springer, vol. 42(4), pages 703-716, April.
    11. Iwanicz-Drozdowska, Małgorzata & Jackowicz, Krzysztof & Kozłowski, Łukasz, 2018. "SMEs' near-death experiences. Do local banks extend a helping hand?," Emerging Markets Review, Elsevier, vol. 37(C), pages 47-65.
    12. Bassett, Gilbert W. & Koenker, Roger W., 1986. "Strong Consistency of Regression Quantiles and Related Empirical Processes," Econometric Theory, Cambridge University Press, vol. 2(2), pages 191-201, August.
    13. repec:hal:wpspec:info:hdl:2441/5rkqqmvrn4tl22s9mc4b6ga2g is not listed on IDEAS
    14. Brown, Ross & Lee, Neil, 2019. "Strapped for cash? Funding for UK high growth SMEs since the global financial crisis," Journal of Business Research, Elsevier, vol. 99(C), pages 37-45.
    15. Ferraris, Alberto & Degbey, William Y. & Singh, Sanjay Kumar & Bresciani, Stefano & Castellano, Sylvaine & Fiano, Fabio & Couturier, Jerome, 2022. "Microfoundations of Strategic Agility in Emerging Markets: Empirical Evidence of Italian MNEs in India," Journal of World Business, Elsevier, vol. 57(2).
    16. Aidis, Ruta & Estrin, Saul & Mickiewicz, Tomasz, 2008. "Institutions and entrepreneurship development in Russia: A comparative perspective," Journal of Business Venturing, Elsevier, vol. 23(6), pages 656-672, November.
    17. Vinod Sutaria & Donald A. Hicks, 2004. "New firm formation: Dynamics and determinants," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 38(2), pages 241-262, June.
    18. repec:hal:spmain:info:hdl:2441/5rkqqmvrn4tl22s9mc4b6ga2g is not listed on IDEAS
    19. Zubair, Siraz & Kabir, Rezaul & Huang, Xiaohong, 2020. "Does the financial crisis change the effect of financing on investment? Evidence from private SMEs," Journal of Business Research, Elsevier, vol. 110(C), pages 456-463.
    20. Jin, Xuejun & Ke, Yuanyuan & Chen, Xiaohui, 2022. "Credit pricing for financing of small and micro enterprises under government credit enhancement: Leverage effect or credit constraint effect," Journal of Business Research, Elsevier, vol. 138(C), pages 185-192.
    21. Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
    22. Frame, W Scott & Srinivasan, Aruna & Woosley, Lynn, 2001. "The Effect of Credit Scoring on Small-Business Lending," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 33(3), pages 813-825, August.
    23. Ruta Aidis, 2005. "Institutional Barriers to Small- and Medium-Sized Enterprise Operations in Transition Countries," Small Business Economics, Springer, vol. 25(4), pages 305-317, November.
    24. Haddoud, Mohamed Yacine & Onjewu, Adah-Kole Emmanuel & Nowiński, Witold & Jones, Paul, 2021. "The determinants of SMEs’ export entry: A systematic review of the literature," Journal of Business Research, Elsevier, vol. 125(C), pages 262-278.
    25. Victor Chernozhukov & Ivan Fernandez-Val & Alfred Galichon, 2007. "Quantile and probability curves without crossing," CeMMAP working papers CWP10/07, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    Full references (including those not matched with items on IDEAS)

    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. N.B. Davidson & O.V. Sanaeva & E.A. Krivousova, 2021. "The Impact of Institutions and Spatial Effects on Entrepreneurship in the Russian Regions," Journal of Applied Economic Research, Graduate School of Economics and Management, Ural Federal University, vol. 20(4), pages 775-798.
    2. Barinova, Vera (Баринова, Вера) & Zemtsov, Stepan (Земцов, Степан) & Tsareva, Yulia (Царева, Юлия), 2018. "Review of Empirical Studies of Factors of Entrepreneurial Activity [Обзор Эмпирических Исследований Факторов Предпринимательской Активности]," Working Papers 031830, Russian Presidential Academy of National Economy and Public Administration.
    3. R. Sandra Schillo & Ajax Persaud & Meng Jin, 2016. "Entrepreneurial readiness in the context of national systems of entrepreneurship," Small Business Economics, Springer, vol. 46(4), pages 619-637, April.
    4. Yongseok Jang & Woo Jin Lee & Brandy Hadley, 2020. "Interactive Effects of Business Environment Assessment and Institutional Programs on Opportunity Entrepreneurship," Sustainability, MDPI, vol. 12(13), pages 1-18, July.
    5. Francisco Díez-Martín & Alicia Blanco-González & Camilo Prado-Román, 2016. "Explaining nation-wide differences in entrepreneurial activity: a legitimacy perspective," International Entrepreneurship and Management Journal, Springer, vol. 12(4), pages 1079-1102, December.
    6. Aparicio, Sebastian & Urbano, David & Audretsch, David, 2016. "Institutional factors, opportunity entrepreneurship and economic growth: Panel data evidence," Technological Forecasting and Social Change, Elsevier, vol. 102(C), pages 45-61.
    7. Michael L. Polemis & Mike G. Tsionas, 2023. "The environmental consequences of blockchain technology: A Bayesian quantile cointegration analysis for Bitcoin," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(2), pages 1602-1621, April.
    8. Ali Hussein Samadi, 2019. "Institutions and entrepreneurship: unidirectional or bidirectional causality?," Journal of Global Entrepreneurship Research, Springer;UNESCO Chair in Entrepreneurship, vol. 9(1), pages 1-16, December.
    9. Kazi Musa & Norli Ali & Jamaliah Said & Farha Ghapar & Oleg Mariev & Norhayati Mohamed & Hirnissa Mohd Tahir, 2023. "Does the Effectiveness of Budget Deficit Vary between Welfare and Non-Welfare Countries?," Sustainability, MDPI, vol. 15(5), pages 1-22, February.
    10. de la Torre, Augusto & Martínez Pería, María Soledad & Schmukler, Sergio L., 2010. "Bank involvement with SMEs: Beyond relationship lending," Journal of Banking & Finance, Elsevier, vol. 34(9), pages 2280-2293, September.
    11. Tselika, Kyriaki, 2022. "The impact of variable renewables on the distribution of hourly electricity prices and their variability: A panel approach," Energy Economics, Elsevier, vol. 113(C).
    12. Madiha Noshad & Mariam Amjad & Muhammad Nouman Shafiq & Seemab Gillani, 2019. "Performance and Obstacles of SMEs: An Empirical Evidence from BRICS Countries," iRASD Journal of Economics, International Research Alliance for Sustainable Development (iRASD), vol. 1(2), pages 113-132, December.
    13. David Urbano & Sebastian Aparicio & David Audretsch, 2019. "Twenty-five years of research on institutions, entrepreneurship, and economic growth: what has been learned?," Small Business Economics, Springer, vol. 53(1), pages 21-49, June.
    14. Pedro H. C. Sant'Anna & Xiaojun Song & Qi Xu, 2022. "Covariate distribution balance via propensity scores," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(6), pages 1093-1120, September.
    15. Victor Chernozhukov & Iván Fernández‐Val & Blaise Melly, 2013. "Inference on Counterfactual Distributions," Econometrica, Econometric Society, vol. 81(6), pages 2205-2268, November.
    16. Jonathan Berrisch & Florian Ziel, 2023. "Multivariate Probabilistic CRPS Learning with an Application to Day-Ahead Electricity Prices," Papers 2303.10019, arXiv.org, revised Feb 2024.
    17. Ono, Arito & Hasumi, Ryo & Hirata, Hideaki, 2014. "Differentiated use of small business credit scoring by relationship lenders and transactional lenders: Evidence from firm–bank matched data in Japan," Journal of Banking & Finance, Elsevier, vol. 42(C), pages 371-380.
    18. Allen N. Berger & Astrid A. Dick & Lawrence G. Goldberg & Lawrence White, 2005. "The Effects of Competition from Large, Multimarket Firms on the Performance of Small, Single-Market Firms: Evidence from the Banking Industry," Working Papers 05-02, New York University, Leonard N. Stern School of Business, Department of Economics.
    19. Fricke, Daniel & Roukny, Tarik, 2020. "Generalists and specialists in the credit market," Journal of Banking & Finance, Elsevier, vol. 112(C).
    20. Sebastian Doerr & Thomas Drechsel & Donggyu Lee, 2021. "Income inequality, financial intermediation, and small firms," BIS Working Papers 944, Bank for International Settlements.

    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:jbrese:v:149:y:2022:i:c:p:340-352. 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/jbusres .

    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.