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2022 | OriginalPaper | Buchkapitel

Can You Always Reap What You Sow? Network and Functional Data Analysis of Venture Capital Investments in Health-Tech Companies

verfasst von : Christian Esposito, Marco Gortan, Lorenzo Testa, Francesca Chiaromonte, Giorgio Fagiolo, Andrea Mina, Giulio Rossetti

Erschienen in: Complex Networks & Their Applications X

Verlag: Springer International Publishing

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Abstract

“Success” of firms in venture capital markets is hard to define, and its determinants are still poorly understood. We build a bipartite network of investors and firms in the healthcare sector, describing its structure and its communities. Then, we characterize “success” by introducing progressively more refined definitions, and we find a positive association between such definitions and the centrality of a company. In particular, we are able to cluster funding trajectories of firms into two groups capturing different “success” regimes and to link the probability of belonging to one or the other to their network features (in particular their centrality and the one of their investors). We further investigate this positive association by introducing scalar as well as functional “success” outcomes, confirming our findings and their robustness.

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Literatur
1.
Zurück zum Zitat Liang, Y.E., Yuan, S.-T.D.: Predicting investor funding behavior using crunchbase social network features. Internet Research (2016) Liang, Y.E., Yuan, S.-T.D.: Predicting investor funding behavior using crunchbase social network features. Internet Research (2016)
2.
Zurück zum Zitat Bonaventura, M., Ciotti, V., Panzarasa, P., et al.: Predicting success in the worldwide start-up network. Sci. Rep. 10, 345 (2020)CrossRef Bonaventura, M., Ciotti, V., Panzarasa, P., et al.: Predicting success in the worldwide start-up network. Sci. Rep. 10, 345 (2020)CrossRef
3.
Zurück zum Zitat Bygrave, W.D.: The structure of the investment networks of venture capital firms. J. Bus. Ventur. 3(2), 137–157 (1988)CrossRef Bygrave, W.D.: The structure of the investment networks of venture capital firms. J. Bus. Ventur. 3(2), 137–157 (1988)CrossRef
4.
Zurück zum Zitat Wetzel, W.E., Jr.: The informal venture capital market: aspects of scale and market efficiency. J. Bus. Ventur. 2(4), 299–313 (1987)CrossRef Wetzel, W.E., Jr.: The informal venture capital market: aspects of scale and market efficiency. J. Bus. Ventur. 2(4), 299–313 (1987)CrossRef
5.
Zurück zum Zitat Fiet, J.O.: Reliance upon informants in the venture capital industry. J. Bus. Ventur. 10(3), 195–223 (1995)CrossRef Fiet, J.O.: Reliance upon informants in the venture capital industry. J. Bus. Ventur. 10(3), 195–223 (1995)CrossRef
7.
Zurück zum Zitat Dushnitsky, G., Lenox, M.J.: When does corporate venture capital investment create firm value? J. Bus. Ventur. 21(6), 753–772 (2006)CrossRef Dushnitsky, G., Lenox, M.J.: When does corporate venture capital investment create firm value? J. Bus. Ventur. 21(6), 753–772 (2006)CrossRef
8.
Zurück zum Zitat Pisano, G.P.: Science Business: The Promise, the Reality, and the Future of Biotech. Harvard Business Press, Boston (2006) Pisano, G.P.: Science Business: The Promise, the Reality, and the Future of Biotech. Harvard Business Press, Boston (2006)
9.
Zurück zum Zitat Booth, B.L., Salehizadeh, B.: In defense of life sciences venture investing. Nat. Biotechnol. 29(7), 579–583 (2011)CrossRef Booth, B.L., Salehizadeh, B.: In defense of life sciences venture investing. Nat. Biotechnol. 29(7), 579–583 (2011)CrossRef
10.
Zurück zum Zitat Hege, U., Palomino, F., Schwienbacher, A., et al.: Determinants of venture capital performance: Europe and the United States. Working paper, HEC School of Management (2003) Hege, U., Palomino, F., Schwienbacher, A., et al.: Determinants of venture capital performance: Europe and the United States. Working paper, HEC School of Management (2003)
11.
Zurück zum Zitat Santisteban, J., Mauricio, D.: Systematic literature review of critical success factors of information technology startups. Acad. Entrep. J. 23(2), 1–23 (2017) Santisteban, J., Mauricio, D.: Systematic literature review of critical success factors of information technology startups. Acad. Entrep. J. 23(2), 1–23 (2017)
12.
Zurück zum Zitat Hannan, M.T., Freeman, J.: The population ecology of organizations. Am. J. Sociol. 82(5), 929–964 (1977)CrossRef Hannan, M.T., Freeman, J.: The population ecology of organizations. Am. J. Sociol. 82(5), 929–964 (1977)CrossRef
13.
Zurück zum Zitat Bonacich, P.: Power and centrality: a family of measures. Am. J. Sociol. 92(5), 1170–1182 (1987)CrossRef Bonacich, P.: Power and centrality: a family of measures. Am. J. Sociol. 92(5), 1170–1182 (1987)CrossRef
14.
Zurück zum Zitat Zhang, J.-X., et al.: Identifying a set of influential spreaders in complex networks. Sci. Rep. 6, 27823 (2016)CrossRef Zhang, J.-X., et al.: Identifying a set of influential spreaders in complex networks. Sci. Rep. 6, 27823 (2016)CrossRef
15.
Zurück zum Zitat Page, L., et al.: The PageRank citation ranking: bringing order to the web. Stanford InfoLab (1999) Page, L., et al.: The PageRank citation ranking: bringing order to the web. Stanford InfoLab (1999)
16.
Zurück zum Zitat Freeman, L.C.: Centrality in social networks conceptual clarification. Soc. Netw. 1(3), 215–239 (1978)CrossRef Freeman, L.C.: Centrality in social networks conceptual clarification. Soc. Netw. 1(3), 215–239 (1978)CrossRef
17.
Zurück zum Zitat Estrada, E., Rodriguez-Velazquez, J.A.: Subgraph centrality in complex networks. Phys. Rev. E 71(5), 056103 (2005)MathSciNetCrossRef Estrada, E., Rodriguez-Velazquez, J.A.: Subgraph centrality in complex networks. Phys. Rev. E 71(5), 056103 (2005)MathSciNetCrossRef
18.
Zurück zum Zitat Barrat, A., et al.: The architecture of complex weighted networks. Proc. Natl. Acad. Sci. 101(11), 3747–3752 (2004)CrossRef Barrat, A., et al.: The architecture of complex weighted networks. Proc. Natl. Acad. Sci. 101(11), 3747–3752 (2004)CrossRef
19.
20.
Zurück zum Zitat Blondel, V.D., et al.: Fast unfolding of communities in large networks. J. Stat. Mech Theory Exp. 2008(10), P10008 (2008)CrossRefMATH Blondel, V.D., et al.: Fast unfolding of communities in large networks. J. Stat. Mech Theory Exp. 2008(10), P10008 (2008)CrossRefMATH
23.
Zurück zum Zitat Hartigan, J.A., Wong, M.A.: A K-means clustering algorithm. Appl. Stat. 28, 100–108 (1979)CrossRefMATH Hartigan, J.A., Wong, M.A.: A K-means clustering algorithm. Appl. Stat. 28, 100–108 (1979)CrossRefMATH
24.
Zurück zum Zitat He, H., Garcia, E.A.: Learning from imbalanced data. IEEE Trans. Knowl. Data Eng. 21(9), 1263–1284 (2009)CrossRef He, H., Garcia, E.A.: Learning from imbalanced data. IEEE Trans. Knowl. Data Eng. 21(9), 1263–1284 (2009)CrossRef
25.
Zurück zum Zitat Friedman, J., Hastie, T., Tibshirani, R.: The Elements of Statistical Learning. Springer Series in Statistics, Springer, New York (2005)MATH Friedman, J., Hastie, T., Tibshirani, R.: The Elements of Statistical Learning. Springer Series in Statistics, Springer, New York (2005)MATH
26.
Zurück zum Zitat Dosi, G., Marengo, L.: Some elements of an evolutionary theory of organizational competences. In: Evolutionary Concepts in Contemporary Economics, pp. 157–178 (1994) Dosi, G., Marengo, L.: Some elements of an evolutionary theory of organizational competences. In: Evolutionary Concepts in Contemporary Economics, pp. 157–178 (1994)
28.
Zurück zum Zitat Goldsmith, J., et al.: Refund: regression with functional data. R package version 0.1-16 (2016) Goldsmith, J., et al.: Refund: regression with functional data. R package version 0.1-16 (2016)
Metadaten
Titel
Can You Always Reap What You Sow? Network and Functional Data Analysis of Venture Capital Investments in Health-Tech Companies
verfasst von
Christian Esposito
Marco Gortan
Lorenzo Testa
Francesca Chiaromonte
Giorgio Fagiolo
Andrea Mina
Giulio Rossetti
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-030-93409-5_61

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