Abstract
Grounding our work on the resource-based view of the firm, we study and quantify the impact of non-financial resources added by venture capital (VC) on the growth performance of investee companies. While most of the literature compares VC-backed companies with similar companies that did not receive external financing, our originality stems from the use of a counterfactual of companies that received external quasi-equity financing (in the form of participative loans) but not non-financial resources. We use a difference-in-difference (DD) estimator to disentangle the effect of an injection of financial resources (which can be used by companies to acquire non-financial resources) from the contribution of the unique non-financial resources brought in by VC (which companies cannot otherwise acquire). Our results are based on a large sample of young Spanish SMEs that received either VC (915) or participative loans (1551) between 2005 and 2013 as first type of financing. We find that the contribution of the non-financial resources leads to yearly increases of 12.86% in employment, 38.13% in total assets, and 54.03% in sales. Furthermore, we find that only the most experienced VC firms contribute with valuable non-financial resources.
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Notes
We define EVs as recently established SMEs (for a similar approach, see Stuart et al. 1999).
In this regard, despite the reluctance of Ray et al. (2004) about the use of aggregate variables (i.e., performance measures) as a proxy for sustained competitive advantage, we agree with Wernerfelt (1984) that we could resort to such variables when we compare companies receiving and not receiving those valuable resources, especially when several performance measures are jointly used to represent competitive advantage.
Madrid and Catalonia concentrate the most populated and developed cities, with access to banking and consultancy services. Andalusia is the largest region in Spain, and very well connected with Madrid via speed trains. It is not surprising that our results hold stronger in the subset of sample EVs operating in such “cluster” regions (such results are available from the authors upon request).
In addition, we also test the equivalence of trends for the full sample by computing the percentage change of sales, total assets and employment during the 5 years before the funding event, finding that on average such percentage change is not significantly different for VC-backed and PL-backed companies. As an alternative approach, we replicated our main analysis on sales, total assets and employment growth, but restricted the sample to the pre-financing observation period only. Besides control variables and company fixed effects, we included a variable counting the years since the founding and the interaction between such variable and a dummy identifying VC-backed companies. Interestingly, such interaction is not significant, suggesting that VC-backed companies did not have a different trend in growth rates than PL-backed companies before the financing. Such results are available from the authors upon request.
These high-growth rates are not rare in the case of recently-established SMEs.
We have also repeated the model on total assets excluding lnCasht-1 to control for the potential redundancy of this variable with the lagged dependent variable. The results do not change.
References
Abadie, A. (2005). Semiparametric difference-in-differences estimators. Review of Economic Studies, 72(1), 1–19. https://doi.org/10.1111/0034-6527.00321.
Admati, A. R., & Pfleiderer, P. (1994). Robust financial contracting and the role of venture capitalists. Journal of Finance, 49(2), 371–402. https://doi.org/10.1111/j.1540-6261.1994.tb05146.x.
Amit, R., Brander, J. A., & Zott, C. (1998). Why do venture capital firms exist? Theory and Canadian evidence. Journal of Business Venturing, 13(6), 441–466. https://doi.org/10.1016/S0883-9026(97)00061-X.
Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2), 277–297. https://doi.org/10.2307/2297968.
Balboa, M., & Martí, J. (2007). Factors that determine the reputation of private equity managers in developing markets. Journal of Business Venturing, 22(4), 453–480. https://doi.org/10.1016/j.jbusvent.2006.05.004.
Barney, J. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99–120. https://doi.org/10.1177/014920639101700108.
Baum, J. A. C., & Silverman, B. S. (2004). Picking winners or building them? Alliance, intellectual, and human capital as selection criteria in venture financing and performance of biotechnology startups. Journal of Business Venturing, 19(3), 411–436. https://doi.org/10.1016/S0883-9026(03)00038-7.
Berger, A. N., & Udell, G. F. (1998). The economics of small business finance: the roles of private equity and debt markets in the financial growth cycle. Journal of Banking and Finance, 22(6–8), 613–673. https://doi.org/10.1016/S0378-4266(98)00038-7.
Bernile, G., Cumming, D., & Lyandres, E. (2007). The size of venture capital and private equity fund portfolios. Journal of Corporate Finance, 13(4), 564–590. https://doi.org/10.1016/j.jcorpfin.2007.04.004.
Bernstein, S., Giroud, X., & Townsend, R. R. (2016). The impact of venture capital monitoring. Journal of Finance, 71(4), 1591–1622. https://doi.org/10.1111/jofi.12370.
Bertoni, F., Colombo, M. G., & Croce, A. (2010). The effect of venture capital financing on the sensitivity to cash flow of firm’s investments. European Financial Management, 16(4), 528–551. https://doi.org/10.1111/j.1468-036X.2008.00463.x.
Bertoni, F., Colombo, M. G., & Grilli, L. (2011). Venture capital financing and the growth of high-tech start-ups: disentangling treatment from selection effects. Research Policy, 40(7), 1028–1043. https://doi.org/10.1016/j.respol.2011.03.008.
Bertoni, F., Ferrer, M. A., & Martí, J. (2013). The different roles played by venture capital and private equity investors on the investment activity of their portfolio firms. Small Business Economics, 40(3), 607–633. https://doi.org/10.1007/s11187-011-9384-x.
Bertoni, F., Martí, J., & Reverte, C. (2019). The impact of government-supported participative loans on the growth of entrepreneurial ventures. Research Policy, 48(1), 371–384. https://doi.org/10.1016/j.respol.2018.09.006.
Bertrand, M., Duflo, E., & Mullainathan, S. (2004). How much should we trust differences-in-differences estimates ? Quarterly Journal of Economics, 119(1), 249–275. https://doi.org/10.1162/003355304772839588.
Besley, T., & Case, A. (2000). Unnatural experiments? Estimating the incidence of endogenous policies. Economic Journal, 110(467), 672–694. https://doi.org/10.1111/1468-0297.00578.
Binks, M. R., Ennew, C. T., & Reed, G. V. (1992). Information asymmetries and the provision of finance to small firms. International Small Business Journal, 11(1), 35–46. https://doi.org/10.1177/026624269201100103.
Blundell, R., & Costa Dias, M. (2000). Evaluation methods for non-experimental data. Fiscal Studies, 21(4), 427–468. https://doi.org/10.1111/j.1475-5890.2000.tb00031.x.
Bosma, N., Van Praag, M., Thurik, R., & De Wit, G. (2004). The value of human and social capital investments for the business performance of startups. Small Business Economics, 23(3), 227–236. https://doi.org/10.1023/B:SBEJ.0000032032.21192.72.
Bottazzi, L., Da Rin, M., & Hellmann, T. (2008). Who are the active investors?. Evidence from venture capital. Journal of Financial Economics, 89(3), 488–512. https://doi.org/10.1016/j.jfineco.2007.09.003.
Brander, J. A., Du, Q., & Hellmann, T. F. (2015). The effects of government-sponsored venture capital: international evidence. Review of Finance, 19(2), 571–618. https://doi.org/10.1093/rof/rfu009.
Bronzini, R., Caramellino, G., & Magri, S. (2019). Venture capitalists at work: a diff-in-diff approach at late-stages of the screening process. Journal of Business Venturing, (forthcoming). https://doi.org/10.1016/j.jbusvent.2019.105968.
Busenitz, L. W. (2007). Innovation and performance implications of venture capital involvement in the ventures they fund. In H. Landstrom (Ed.), Handbook of research on venture capital (pp. 219–235). Cheltenham: Edward Elgar Publishing Limited.
Carpenter, R. E., & Petersen, B. C. (2002a). Capital market imperfections, high-tech investment, and new equity financing. Economic Journal, 112(477), F54–F72. https://doi.org/10.1111/1468-0297.00683.
Carpenter, R. E., & Petersen, B. C. (2002b). Is the growth of small firms constrained by internal finance? Review of Economics and Statistics, 84(2), 298–309. https://doi.org/10.1162/003465302317411541.
Chan, Y.-S. (1983). On the positive role of financial intermediation in allocation of venture capital in a market with imperfect information. Journal of Finance, 38(5), 1543–1568. https://doi.org/10.2307/2327586.
Chemmanur, T. J., Krishnan, K., & Nandy, D. K. (2011). How does venture capital financing improve efficiency in private firms? A look beneath the surface. Review of Financial Studies, 24(617), 4037–4090. https://doi.org/10.1093/rfs/hhr096.
Clarysse, B., Bobelyn, A., & del Aguirre, I. P. (2013). Learning from own and others’ previous experience: the contribution of the venture capital firm to the likelihood of a portfolio company’s trade sale. Small Business Economics, 40(3), 575–590. https://doi.org/10.1007/s11187-011-9381-0.
Colombo, M. G., & Grilli, L. (2005). Founders’ human capital and the growth of new technology-based firms: a competence-based view. Research Policy, 34(6), 795–816. https://doi.org/10.1016/j.respol.2005.03.010.
Colombo, M. G., & Grilli, L. (2010). On growth drivers of high-tech start-ups. The role of founders’ human capital and venture capital. Journal of Business Venturing, 25(6), 610–626. https://doi.org/10.1016/j.jbusvent.2009.01.005.
Colombo, M. G., Grilli, L., & Piva, E. (2006). In search of complementary assets: the determinants of alliance formation of high-tech start-ups. Research Policy, 35(8 SPEC. ISS), 1166–1199. https://doi.org/10.1016/j.respol.2006.09.002.
Colombo, M. G., Cumming, D. J., & Vismara, S. (2016). Governmental venture capital for innovative young firms. Journal of Technology Transfer, 41(1), 10–24. https://doi.org/10.1007/s10961-014-9380-9.
Croce, A., Martí, J., & Murtinu, S. (2013). The impact of venture capital on the productivity growth of European entrepreneurial firms: “screening” or “value added” effect? Journal of Business Venturing, 28(4), 489–510. https://doi.org/10.1016/j.jbusvent.2012.06.001.
Cumming, D. J. (2005). Agency costs, institutions, learning, and taxation in venture capital contracting. Journal of Business Venturing, 20(5), 573–622. https://doi.org/10.1016/j.jbusvent.2003.07.001.
Cumming, D. J. (2006). The determinants of venture capital portfolio size: empirical evidence. The Journal of Business, 79(3), 1083–1126. https://doi.org/10.1086/500670.
Da Rin, M., Hellmann, T. F., & Puri, M. (2013). A survey of venture capital research. In R. S. G. Constantinides & M. Harris (Eds.), Handbook of the economics of finance (Vol. 2, pp. 573–648). New York: Elsevier. https://doi.org/10.1016/B978-0-44-453594-8.00008-2.
Davidsson, P., & Honig, B. (2003). The role of social and human capital among nascent entrepreneurs. Journal of Business Venturing, 18(3), 301–331. https://doi.org/10.1016/S0883-9026(02)00097-6.
Davila, A., Foster, G., & Gupta, M. (2003). Venture capital financing and the growth of startup firms. Journal of Business Venturing, 18(6), 689–708. https://doi.org/10.1016/S0883-9026(02)00127-1.
De Clercq, D., & Fried, V. H. (2005). Executive forum : how entrepreneurial company performance can be improved through venture capitalists ’ communication and commitment. Venture Capital, 7(3), 285–294. https://doi.org/10.1080/13691060500258943.
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.
Dutta, S., & Folta, T. B. (2016). A comparison of the effect of angels and venture capitalists on innovation and value creation. Journal of Business Venturing, 31(1), 39–54. https://doi.org/10.1016/j.jbusvent.2015.08.003.
Engel, D., & Keilbach, M. (2007). Firm-level implications of early stage venture capital investment — An empirical investigation. Journal of Empirical Finance, 14(2), 150–167. https://doi.org/10.1016/j.jempfin.2006.03.004.
Engel, D., & Stiebale, J. (2014). Private equity, investment and financial constraints: firm-level evidence for France and the United Kingdom. Small Business Economics, 43(1), 197–212. https://doi.org/10.1007/s11187-013-9530-8.
Fiet, J. O., Busenitz, L. W., Moesel, D. D., & Barney, J. B. (1997). Complementary theoretical perspectives on the dismissal of new venture team members. Journal of Business Venturing, 12(5), 347–366. https://doi.org/10.1016/S0883-9026(97)00015-3.
Fulghieri, P., & Sevilir, M. (2009). Size and focus of a venture capitalist’s portfolio. Review of Financial Studies, 22(11), 4643–4680. https://doi.org/10.1093/rfs/hhp012.
Gorman, M., & Sahlman, W. A. (1989). What do venture capitalists do? Journal of Business Venturing, 4(4), 231–248. https://doi.org/10.1016/0883-9026(89)90014-1.
Hellman, T., & Puri, M. (2000). The interaction between product market and financing strategy: the role of venture capital. Review of Financial Studies, 13(4), 959–984. https://doi.org/10.1093/rfs/13.4.959.
Hellmann, T. F., & Puri, M. (2002). Venture capital and the professionalization of start-up firms: empirical evidence. The Journal of Finance, 57(1), 169–197. https://doi.org/10.1111/1540-6261.00419.
Hochberg, Y. V., Ljungqvist, A., & Lu, Y. (2007). Whom you know matters: venture capital networks and investment performance. Journal of Finance, 62(1), 251–301. https://doi.org/10.1111/j.1540-6261.2007.01207.x.
Hsu, D. H. (2004). What do entrepreneurs pay for venture capital affiliation? Journal of Finance, 59(4), 1805–1844. https://doi.org/10.1111/j.1540-6261.2004.00680.x.
Hsu, D. H. (2006). Venture capitalists and cooperative start-up commercialization strategy. Management Science, 52(2), 204–219. https://doi.org/10.1287/mnsc.1050.0480.
Iacus, S. M., King, G., & Porro, G. (2012). Causal inference without balance checking: coarsened exact matching. Political Analysis, 20(1), 1–24. https://doi.org/10.1093/pan/mpr013.
Invest Europe. (2016). European private equity activity data 2007–2015. 6 May 2016. https://www.investeurope.eu/research/invest-europe-publications/#i. Accessed 14 November 2016.
Ireland, R. D., Hitt, M. A., & Sirmon, D. G. (2003). A model of strategic enterpreneurship: the construct and its dimensions. Journal of Management, 29(6), 963–989. https://doi.org/10.1016/S0149-2063(03)00086-2.
Jääskeläinen, M., Maula, M., & Seppä, T. (2006). Allocation of attention to portfolio companies and the performance of venture capital firms. Entrepreneurship Theory and Practice, 30(2), 185–206. https://doi.org/10.1111/j.1540-6520.2006.00117.x.
Kanniainen, V., & Keuschnigg, C. (2003). The optimal portfolio of start-up firms in venture capital finance. Journal of Corporate Finance, 9(5), 521–534. https://doi.org/10.1016/S0929-1199(02)00021-4.
Kaplan, S. N., & Strömberg, P. (2004). Characteristics, contracts, and actions. Journal of Finance, LIX(5), 2177–2210. https://doi.org/10.1111/j.1540-6261.2004.00696.x.
Ko, E., & Mckelvie, A. (2018). Signaling for more money: the roles of founders’ human capital and investor prominence in resource acquisition across different stages of firm development. Journal of Business Venturing, 33(4), 438–454. https://doi.org/10.1016/j.jbusvent.2018.03.001.
Kortum, S., & Lerner, J. (2000). Assessing the contribution of venture capital to innovation. The Rand Journal of Economics, 31(4), 674–692. https://doi.org/10.2307/2696354.
Large, D., & Muegge, S. (2008). Venture capitalists’ non-financial value-added: an evaluation of the evidence and implications for research. Venture Capital : An International Journal of Entrepreneurial Finance, 10(1), 21–53. https://doi.org/10.1080/13691060701605488.
Lerner, J. (1995). Venture capitalists and the oversight of private firms. The Journal of Finance, 50(1), 301–318. https://doi.org/10.2307/2329247.
Lerner, J. (2002). When bureaucrats meet entrepreneurs: the design of effective “public venture capital” programmes. Economic Journal, 112(477), F73–F84. https://doi.org/10.1111/1468-0297.00684.
Lindsey, L. (2008). Blurring firm boundaries: the role of venture capital in strategic alliances. Journal of Finance, 63(3), 1137–1168. https://doi.org/10.1111/j.1540-6261.2008.01354.x.
Luukkonen, T., Deschryvere, M., & Bertoni, F. (2013). The value added by government venture capital funds compared with independent venture capital funds. Technovation, 33(4–5), 154–162. https://doi.org/10.1016/j.technovation.2012.11.007.
Martí, J., & Quas, A. (2018). A beacon in the night: government certification of SMEs towards banks. Small Business Economics, 50(2), 397–413. https://doi.org/10.1007/s11187-016-9828-4.
Megginson, W. L., & Weiss, K. A. (1991). Venture capitalist certification in initial public offerings. Journal of Finance, 46(3), 879–903. https://doi.org/10.1111/j.1540-6261.1991.tb03770.xfr.
Mitchell, F., Reid, G. C., & Terry, N. G. (1997). Venture capital supply and accounting information system development. Entrepreneurship Theory and Practice, 21(4), 45–62. https://doi.org/10.1177/104225879702100404.
Nahata, R. (2008). Venture capital reputation and investment performance. Journal of Financial Economics, 90(2), 127–151. https://doi.org/10.1016/j.jfineco.2007.11.00.
Penrose, E. T. (1959). The theory of the growth of the firm. New York: Oxford University Press.
Pollock, T. G., Chen, G., Jackson, E. M., & Hambrick, D. C. (2010). How much prestige is enough? Assessing the value of multiple types of high-status affiliates for young firms. Journal of Business Venturing, 25(1), 6–23. https://doi.org/10.1016/j.jbusvent.2009.01.003.
Proksch, D., Stranz, W., Röhr, N., Ernst, C., Pinkwart, A., & Schefczyk, M. (2017). Value-adding activities of venture capital companies: a content analysis of investor’s original documents in Germany. Venture Capital : An International Journal of Entrepreneurial Finance, 19(3), 129–146. https://doi.org/10.1080/13691066.2016.1242573.
Ray, G., Barney, J. B., & Muhanna, W. A. (2004). Capabilities, business processes, and competitive advantage: choosing the dependent variable in empirical tests of the resource-based view. Strategic Management Journal, 25(1), 23–37. https://doi.org/10.1002/smj.366.
Roberts, M. R., & Whited, T. M. (2013). Endogeneity in empirical corporate finance. In Handbook of the Economics of Finance (Vol. 2, pp. 493–572). Amsterdam: Elsevier. https://doi.org/10.1016/B978-0-44-453594-8.00007-0.
Sahlman, W. A. (1990). The structure and governance of venture-capital organizations. Journal of Financial Economics, 27(2), 473–521. https://doi.org/10.1016/0304-405X(90)90065-8.
Sapienza, H. J. (1992). When do venture capitalists add value? Journal of Business Venturing, 7(1), 9–27. https://doi.org/10.1016/0883-9026(92)90032-M.
Sapienza, H., Manigart, S., & Vermeir, W. (1996). Venture capitalist governance and value added in four countries. Journal of Business Venturing, 11(6), 439–469. https://doi.org/10.1016/S0883-9026(96)00052-3.
Sørensen, M. (2007). How smart is smart money? A two-sided matching model of venture capital. Journal of Finance, 62(6), 2725–2762. https://doi.org/10.1111/j.1540-6261.2007.01291.x.
Stuart, T. E., Hoang, H., & Hybels, R. C. (1999). Interorganizational endorsements and the performance of entrepreneurial ventures. Administrative Science Quarterly, 44(2), 315–349. https://doi.org/10.2307/2666998.
Tyebjee, T. T., & Bruno, A. V. (1984). A model of venture capitalist investment activity. Management Science, 30(9), 1051–1066. https://doi.org/10.1287/mnsc.30.9.1051.
Wernerfelt, B. (1984). A resource-based view of the firm. Strategic Management Journal, 5(2), 171–180. https://doi.org/10.1002/smj.4250050207.
Windmeijer, F. (2005). A finite sample correction for the variance of linear efficient two-step GMM estimators. Journal of Econometrics, 126(1), 25–51. https://doi.org/10.1016/j.jeconom.2004.02.005.
Zahra, S. A., & George, G. (2002). Absorptive capacity: a review, reconceptualization, and extension. Academy of Management Review, 27(2), 185–203. https://doi.org/10.2307/4134351.
Zarutskie, R. (2010). The role of top management team human capital in venture capital markets: evidence from first-time funds. Journal of Business Venturing, 25(1), 155–172. https://doi.org/10.1016/j.jbusvent.2008.05.008.
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Quas, A., Martí, J. & Reverte, C. What money cannot buy: a new approach to measure venture capital ability to add non-financial resources. Small Bus Econ 57, 1361–1382 (2021). https://doi.org/10.1007/s11187-020-00352-w
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DOI: https://doi.org/10.1007/s11187-020-00352-w