Meta-analysis of determinants of venture capital activity
DOI:
https://doi.org/10.15678/EBER.2022.100108Abstract
Objective: The objective of the article is to quantitatively systematise the existing literature on country-level venture capital (VC) activity and find the sources of discrepancy in previous studies.
Research Design & Methods: This article collects studies that focus on venture investments across countries. I retrieved 840 estimates reported in 30 studies and analysed them using meta-analysis methods. The average effect sizes were estimated and corrected for publication bias. Then, I controlled for 24 aspects of study design and data in order to find the cause of differences in the primary results.
Findings: The findings suggest that the average effect of the studied determinants of VC activity is positive and significant. Technological opportunities, macroeconomic conditions and financial market development show the highest effect which confirms the previous research. The choice of data source influences the results in a systematic way, while model specification does not affect the reported coefficients. The results showed that drivers of VC in developed and developing countries do not differ significantly, the same finding is obtained for various stages of VC.
Implications & Recommendations: The analysis of existing literature delineates the research agenda for further enhancing the institutional, technological, and macroeconomic descendants of VC. It revealed that informal institutions have been studied scarcely and deserve more attention in future research. The findings show that VC is not heterogeneous across the stages of investment which is important for venture fund management. By scrutinizing different aspects of model design and data samples I provide methodological recommendations for further research.
Contribution & Value Added: To my knowledge, this is the first meta-analysis of VC determinants. The research method allowed to quantitatively summarise previous studies and detect the between-study differences. This article collects all the coefficients of VC drivers that have been reported up to date while previous literature reviews focused on some limited sets of variables. The article contributes to existing theory by answering the questions regarding VC heterogeneity.
Keywords
venture capital, literature review, meta-analysis, publication bias
Author Biography
Adel Dalal
Doctoral student in Innovation Management (Higher School of Economics); lecturer at Higher School of Economics St. Petersburg (Russia). Her research interests include entrepreneurial finance, venture capital and behavioural finance.
References
- Aggarwal, R., & Goodell, J.W. (2014). Cross-National Differences in Access to Finance: Influence of Culture and Institutional Environments. Research in International Business and Finance, 31, 193-211. https://doi.org/10.1016/j.ribaf.2013.09.004
- Ahlstrom, D., & Bruton, G. (2006). Venture Capital in Emerging Economies: Networks and Institutional Change. Entrepreneurship: Theory and Practice, 30(2), 299-320. https://doi.org/10.1111/j.1540-6520.2006.00122.x
- Allen, F. (2012). Trends in Financial Innovation and Their Welfare Impact: An Overview. European Financial Management, 18(4), 493-514. https://doi.org/10.1111/j.1468-036x.2012.00658.x
- Armour, J., & Cumming, D. (2006). The Legislative Road to Silicon Valley. Oxford Economic Papers, 58(4), 596-635. https://doi.org/10.1093/oep/gpl007
- Astakhov, A., Havranek, T., & Novak, H. (2019). Firm Size and Stock Returns: A Quantitative Survey. Journal of Economic Surveys, 33(5), 1463-1492. https://doi.org/10.1111/joes.12335
- Black, B., & Gilson, R. (1998). Venture Capital and the Structure of Capital Markets: Banks Versus Stock Mar-kets. Journal of Financial Economics, 47(3), 243-277.
- Bonini, S., & Alkan, S. (2012). The Political and Legal Determinants of Venture Capital Investments Around the World. Small Business Economics, 39(4), 997-1016. https://doi.org/10.1007/s11187-011-9323-x
- Bottazzi, L., Da Rin, M. & Hellmann, T. (2016). The Importance of Trust for Investment: Evidence from Ven-ture Capital. Review of Financial Studies, 29(9), 2283-2318. https://doi.org/10.1093/rfs/hhw023
- Cumming, D. (2011). Public Policy and Creation of Active Venture Capital Markets. Venture Capital, 13(1), 75-94. https://doi.org/10.1080/13691066.2010.492989
- Cumming, D. (2014). Public Economics Gone Wild: Lessons from Venture Capital. International Review of Financial Analysis, 36, 251-260. https://doi.org/10.1016/j.irfa.2013.10.005
- Cumming, D., Henriques, I., & Sadorsky, P. (2016). “Cleantech” Venture Capital Around the World. Interna-tional Review of Financial Analysis, 44(C), 86-97. https://doi.org/10.1016/j.irfa.2016.01.015
- Cumming, D., Schmidt, D., & Walz, U. (2010). Legality and Venture Capital Governance Around the World. Journal of Business Venturing, 25(1), 54-72.
- Cumming, D., & Vismara, S. (2017). De-segmenting research in entrepreneurial finance. Venture Capital, 19(1-2), 17-27. https://doi.org/10.1080/13691066.2016.1225910
- Cumming, D., & Zhang, M. (2019). Angel Investors Around the World. Journal of Business Studies, 50, 692-719. https://doi.org/10.1057/s41267-018-0178-0
- Devigne, D., Manigart, S., Vanacker, T., & Mulier, K. (2018). Venture Capital Internationalization: Synthesis and Future Research Directions. Journal of Economic Surveys, 32(5), 1414-1445. https://doi.org/10.1111/joes.12276
- Doucouliagos, H. (2011). How Large Is Large? Preliminary and Relative Guidelines for Interpreting Partial Correlations in Economics. Economics Series 2011/5, Deakin University, Faculty of Business and Law, School of Accounting, Economics and Finance.
- Doucouliagos, H. & Stanley, T.D. (2013). Are All Economic Facts Greatly Exaggerated? Theory Competition and Selectivity. Journal of Economic Surveys, 27(2), 316-339. https://doi.org/10.1111/j.1467-6419.2011.00706.x
- Drover, W., Busenitz, L., Matusik, S., Townsend, D., Anglin, A. & Dushnitsky, G. (2017). A Review and Road Map of Entrepreneurial Equity Financing Research: Venture Capital, Corporate Venture Capital, Angel Investment, Crowdfunding, and Accelerators. Journal of Management, 43(6), 1820-1853. https://doi.org/10.1177/0149206317690584
- Félix, E., Pires, C., & Gulamhussen, M. (2013). The Determinants of Venture Capital in Europe – Evidence Across Countries. Journal of Financial Services Research, 44(3), 259-279. https://doi.org/10.1007/s10693-012-0146-y
- Glass, G. (1976). Primary, Secondary, and Meta-Analysis of Research. Educational Researcher, 5(10), 3-8. https://doi.org/10.3102/0013189X005010003
- Gompers P., & Lerner, J. (1999). What Drives Venture Capital Fundraising?. SSRN Electronic Journal. http://doi.org/10.2139/ssrn.57935
- Grilli, L., Mrkajic, B. & Latifi, G. (2018). Venture Capital in Europe: Social Capital, Formal Institutions and Mediation Effects. Small Business Economics, 51(2), 393-410. https://doi.org/10.1007/s11187-018-0007-7
- Grilli, L., Latifi, G., & Mrkajic, B. (2019). Institutional Determinants of Venture Capital Activity: An Empirically Driven Literature Review and A Research Agenda. Journal of Economic Surveys, 33(4), 1094-1122. https://doi.org/10.1111/joes.12319
- Hadi, A. (1992). Identifying Multiple Outliers in Multivariate Data. Journal of Royal Statistical Society, 54(3), 761-771. https://doi.org/10.1111/j.2517-6161.1992.tb01449.x
- Hahn, D., Minola, T., Vismara, S., & de Stasio, V. (2019). Financing Innovation: Challenges, Opportunities, and Trends. Foundations and Trends in Entrepreneurship, 15(3-4), 328-367. https://doi.org/10.1561/0300000085-1
- Hain, D., Johan, S. & Wang, D. (2016). Determinants of Cross-Border Venture Capital Investments in Emerg-ing and Developed Economies: The Effects of Relational and Institutional Trust. Journal of Business Eth-ics, 138(4), 743-764. https://doi.org/10.1007/s10551-015-2772-4
- Havranek, T., Stanley, T., Doucouliagos, H., Bom, P., Geyer-Klingeberg, J., Iwasaki, I., Reed, W., & Rost, K. (2020). Reporting Guidelines for Meta-analysis in Economics. Journal of Economic Surveys, 34(3), 469-475. https://doi.org/10.1111/joes.12363
- Hazarika, S., Nahata, R., & Tandon, K. (2009). Success in Global Venture Capital Investing: Do Institutional and Cultural Differences Matter? SSRN Electronic Journal, 646(06), 312-373. https://doi.org/10.2139/ssrn.1431265
- Irsova, Z., & Havranek, T. (2013). Determinants of Horizontal Spillovers from FDI: Evidence from A Large Me-ta-Analysis. World Development 42(C), 1-15. https://doi.org/10.1016/j.worlddev.2012.07.001
- Jeng, L., & Wells, P. (2000). The Determinants of Venture Capital Funding: Evidence Across Countries. Journal of Corporate Finance, 6(3), 241-289. https://doi.org/10.1016/s0929-1199(00)00003-1
- KPMG Enterprise. (2018). Venture Pulse: Q4’18 Report. Retrieved from https://home.kpmg/xx/en/home/insights/2019/01/venture-pulse-q4-18-global-analysis-of-venture- funding.html on 20 February 2020.
- KPMG Enterprise. (2020). Venture Pulse: Q3’20 Report. Retrieved from https://home.kpmg/xx/en/home/campaigns/2020/10/venture-pulse-q3.html on 25 October 2020.
- Lerner, J., & Schoar, A. (2005). Does Legal Enforcement Affect Financial Transactions? The Contractual Chan-nel in Private Equity. Quarterly Journal of Economics, 120(1), 223-246. https://doi.org/10.1162/0033553053327443
- Lerner, J., & Tag, J. (2013). Institutions and Venture Capital. Industrial and Corporate Change, 22(1), 153-182. https://doi.org/10.1093/icc/dts050
- Li, Y., Vertinsky, I. & Li, J. (2014). National Distances, International Experience, and Venture Capital Invest-ment Performance. Journal of Business Venturing, 29(4), 471-489. https://doi.org/10.1016/j.jbusvent.2013.08.002
- Li, Y. & Zahra, S.A. (2012). Formal Institutions, Culture, and Venture Capital Activity: A Cross-Country Analy-sis. Journal of Business Venturing, 27(1), 95-111. https://doi.org/10.1016/j.jbusvent.2010.06.003
- Lingelbach, D. (2015) Developing Venture Capital When Institutions Change. Venture Capital, 17(4), 327-363. https://doi.org/10.1080/13691066.2015.1055060
- Manigart, S., & Wright, M. (2013). Venture Capital Investors and Portfolio Firms. Foundations and Trends in Entrepreneurship, 9(4-5), 365-570. https://doi.org/10.1561/0300000040
- Masiak, C., Fisch, C., & Block, J. H. (2020). In Which Regions Do Governmental, Independent, and Corporate Venture Capital Firms Invest? An Empirical Investigation across 402 German Regions. In Moritz, A., Block, J. H., Golla, S., & A. Werner (Eds.), Contemporary Developments in Entrepreneurial Finance (pp. 201-227). Springer, Cham. https://doi.org/10.1007/978-3-030-17612-9_8
- Mustafa, M., & Mazhar, S. S. (2020). Determinants of Venture Capital Investment in India: A Time Series Analysis. The Review of Finance and Banking, 12(1), 19-30. http://dx.doi.org/10.24818/rfb.20.12.01.02
- Nahata, R., Hazarika, S. & Tandon, K. (2014). Success in Global Venture Capital Investing: Do Institutional and Cultural Differences Matter?. Journal of Financial and Quantitative Analysis, 49(4), 1039-1070. https://doi.org/10.1017/S022109014000568
- Ning Y., Xu G., & Long Z. (2019). What Drives the Venture Capital Investments in China?. Chinese Manage-ment Studies, 13(5), 574-602. https://doi.org/10.1108/cms-07-2017-0193
- North, D.C. (1990). Institutions, Institutional Change and Economic Performance. Cambridge, UK: Cambridge University Press.
- Popov, A. (2014). Venture Capital and Industry Structure: Evidence form Local US Markets. Review of Fi-nance, European Finance Association, 18(3), 1059-1096. Retrieved from http://hdl.handle.net/10.1093/rof/rft018 on 6 July 2020.
- Popov, A., & Roosenboom, P. (2013). Venture Capital and New Business Creation. Journal of Banking & Fi-nance, 37(12), 4695-4710. https://doi.org/10.1016/j.jbankfin.2013.08.010
- Romain, A., & van Pottelsberghe, B. (2004). The Determinants of Venture Capital: A Panel Data Analysis of 16 OECD Countries. Centre Emile Bernheim, Research Institute in Management Science Working Paper Series, 04-015 (1). Retrieved from https://dipot.ulb.ac.be/dspace/bitstream/2013/8633/1/aro-0012.pdf on 1 March 2020.
- Sargon B., & Katircioğlu S. (2019). The Role of Innovation in Venture Capital: Empirical Evidence from Euro-pean Union and EFTA Countries. Applied Economics Letters, 26(4), 335-340. https://doi.org/10.1080/13504851.2018.1470310
- Schertler, A. (2003). Driving Forces of Venture Capital Investments in Europe: A Dynamic Panel Data Analysis. Kiel Working Paper, 1172. Retrieved from https://www.econstor.eu/bitstream/10419/17695/1/kap1172.pdf on 5 March 2020.
- Stanley, T.D., & Doucouliagos, H. (2012). Meta-Regression Analysis in Economics and Business. Routledge, Oxford.
- Stanley, T.D., & Doucouliagos, H. (2015). Neither Fixed nor Random: Weighted Least Squares Meta-Analysis. Statistics in Medicine, 34(13), 2116-2127. https://doi.org/10.1002/sim.6481
- Tykvová, T. (2018). Venture Capital and Private Equity Financing: An Overview of Recent Litera-ture and An Agenda for Future Research. Journal of Business Economics, 88(3-4), 325-362. https://doi.org/10.1007/s11573-017-0874-4
- Wallmeroth, J., Wirtz, P., & Groh, A. P. (2018). Venture Capital, Angel Financing, and Crowdfunding of Entre-preneurial Ventures: A Literature Review. Foundations and Trends in Entrepreneurship, 14(1), 1-129. https://doi.org/10.1561/0300000066
- Wessendorf, C. P., Schneider, J., Gresch, M. A., & Terzidis, O. (2020). What Matters Most in Technology Ven-ture Valuation? Importance and Impact of Non-Financial Determinants for Early-Stage Venture Valua-tion. International Journal of Entrepreneurial Venturing, 12(5), 490-521. https://doi.org/10.1504/IJEV.2020.111536
- Zigraiova, D., & Havranek, T. (2016). Bank Competition and Financial Stability: Much Ado About Nothing? Journal of Economic Surveys, 30(5), 944-981. https://doi.org/10.1111/joes.12131
- Appendix: List of the primary studies used in meta-analysis
- Bedu, N., & Montalban, M. (2014). Analyzing the Uneven Development of Private Equity in Europe: Legal Origins and Diversity of Capitalism. Socio-Economic Review, 12(1), 33-70 https://doi.org/10.1093/ser/mwt011
- Bonini, S., & Alkan, S. (2012). The Political and Legal Determinants of Venture Capital Investments Around the World. Small Business Economics, 39(4), 997-1016. https://doi.org/10.1007/s11187-011-9323-x
- Cherif, M., & Gazdar, K. (2009). Public Institutions and Venture Capital in Europe: A Cross-Country Panel Data Analysis. International Journal of Public Sector Performance Management, 1(3), 275-294. https://doi.org/10.1504/IJPSPM.2009.029120
- Cherif, M., & Gazdar, K. (2011). What Drives Venture Capital Investments in Europe? New Results from A Panel Data Analysis. Journal of Applied Business and Economics, 12(3), 122-139. Retrieved from http://m.www.na-businesspress.com/JABE/CherifWeb.pdf on 1 March 2020.
- Cumming, D., & Knill, A. (2012). Disclosure, Venture Capital and Entrepreneurial Spawning. Journal of Inter-national Business Studies, 43, 563-590. https://doi.org/10.2139/ssrn.1572652
- Da Rin, M., Nicodano, G., & Sembenelli, A. (2006). Public Policy and the Creation of Active Venture Capital Markets. Journal of Public Economics, 90(8-9), 1699-1723. https://doi.org/10.1016/j.jpubeco.2005.09.013
- Félix, E., Pires, C., & Gulamhussen, M. (2013). The Determinants of Venture Capital in Europe - Evidence Across Countries. Journal of Financial Services Research, 44(3), 259-279. https://doi.org/10.1007/s10693-012-0146-y
- Gantenbein P., Kind A., & Volonté C. (2019). Individualism and Venture Capital: A Cross-Country Study. Management International Review, 59(5), 741-777. https://doi.org/10.1007/s11575-019-00394-7
- Geronikolaou G., & Papachristou G. (2011). Is There an Adverse Effect of Uncertainty on Venture Capital? The European Evidence. Applied Economics Letters, 18(4), 383-388. https://doi.org/ 10.1080/13504851003670601
- Grilli, L., Mrkajic, B. & Latifi, G. (2018). Venture Capital in Europe: Social Capital, Formal Institutions and Mediation Effects. Small Business Economics, 51(2), 393-410. https://doi.org/10.1007/s11187-018-0007-7
- Groh, A.P. & Wallmeroth, J. (2016). Determinants of Venture Capital Investments in Emerging Markets. Emerging Markets Review, 29, 104-132. https://doi.org/10.1016/j.ememar.2016.08.020
- Guilhon B., & Montchaud S. (2015). The Impact of Basic Conditions on Investment in the Venture Capital Industry. Evidence from European countries. International Journal of Entrepreneurship and Innovation Management, 19, 194-214. https://doi.org/10.1504/IJEIM.2015.069957
- Henrekson M., & Sanandaji T. (2018). Stock Option Taxation and Venture Capital Activity: A Cross-Country Study. Venture Capital, 20(1), 51-71. https://doi.org/10.1080/13691066.2017.1400159
- Herrera-Echeverri, H. (2017). Public Expenditure in Research and Development and Venture Capital Com-mitments. Economics of Engineering Decisions, 28(3), https://doi.org/10.5755/j01.ee.28.3.13216
- Herrera-Echeverri H., Haar J., & Estevez-Bretón J.B. (2014). Foreign Investment, Institutional Quality, Public Expenditure, and Activity of Venture Capital Funds in Emerging Market Countries. Global Economy Jour-nal, 14(2), 127-162. https://doi.org/10.1515/gej-2013-0068
- Jeng, L., & Wells, P. (2000). The Determinants of Venture Capital Funding: Evidence Across Countries. Journal of Corporate Finance, 6(3), 241-289. https://doi.org/10.1016/s0929-1199(00)00003-1
- Kelly, R. (2012). Drivers of Private Equity Investment Activity: Are Buyout and Venture Investors Really So Different? Venture Capital, 14(4), 309-330. https://doi.org/10.1080/13691066.2012.688494
- Leleux, Surlemont (2003). Public Versus Private Venture capital: Seeding or Crowding Out? A Pan-European Analysis. Journal of Business Venturing, 18(1), 81-104. https://doi.org/10.1016/S0883-9026(01)00078-7
- Li, Y. & Zahra, S.A. (2012). Formal Institutions, Culture, and Venture Capital Activity: A Cross-Country Analy-sis. Journal of Business Venturing, 27(1), 95-111. https://doi.org/10.1016/j.jbusvent.2010.06.003
- Martí J., & Balboa M. (2006). Self-regulation in European Venture Capital and Private Equity Markets. International Journal of Entrepreneurship and Innovation Management, 6(4-5), 395-411. https://doi.org/10.1504/ijeim.2006.010373
- Ning, Y., Wang, W. & Yu, B. (2015). The Driving Forces of Venture Capital investments. Small Business Eco-nomics, 44, 315-344, https://doi.org/10.1007/s11187-014-9591-3
- Ning Y., Xu G., & Long Z. (2019). What Drives the Venture Capital Investments in China? Chinese Manage-ment Studies, 13(5), 574-602. https://doi.org/10.1108/cms-07-2017-0193
- Plagge, A. (2006). Public Policy for Venture Capital: A Comparison of the United States and Germany. DUV.
- Precup, M. (2017). Venture capital and leveraged buyout: What is the difference in Eastern Europe? - A Cross-Country Panel Data Analysis. Romanian Journal of European Affairs, 17(2), 30-55. Retrieved from https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3088490 on 1 March 2020.
- Romain, A., & van Pottelsberghe, B. (2004). The Determinants of Venture Capital: A Panel Data Analysis of 16 OECD Countries. Centre Emile Bernheim, Research Institute in Management Science Working Paper Series, 04-015(1). Retrieved from https://dipot.ulb.ac.be/dspace/bitstream/2013/8633/1/aro-0012.pdf on 1 March 2020.
- Salehizadeh, M. (2005). Venture Capital Investments in Emerging Economies: An Empirical Analysis. Journal of Developmental Entrepreneurship, 10(3), 253-69. https://doi.org/10.1142/s1084946705000203
- Sargon, B., & Katircioğlu, S. (2019). The Role of Innovation in Venture Capital: Empirical Evidence from Euro-pean Union and EFTA Countries. Applied Economics Letters, 26(4), 335-340. https://doi.org/10.1080/13504851.2018.1470310
- Schertler, A. (2003). Driving Forces of Venture Capital Investments in Europe: A Dynamic Panel Data Analysis. Kiel Working Paper, 1172. Retrieved from https://www.econstor.eu/bitstream/10419/17695/1/kap1172.pdf on 1 March 2020.
- Schröder, C. (2011). Financial System and Innovations: Determinants of Early Stage Venture Capital in Eu-rope. In Welfens P., & C. Ryan (Eds.), Financial Market Integration and Growth (pp. 127-158). Springer, Berlin, Germany. https://doi.org/10.1007/978-3-642-16274-9_4
- Stein, E.H., & Wagner, R.A. (2019). The development of venture capital in Latin America and the Caribbean: a comparative perspective. CEPAL Review, 18, 49-70. Retrieved from https://repositorio.cepal.org/handle/11362/44979 on 1 March 2020.