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TechRank

Author

Listed:
  • Anita Mezzetti
  • Loic Mar'echal
  • Dimitri Percia David
  • William Lacube
  • S'ebastien Gillard
  • Michael Tsesmelis
  • Thomas Maillart
  • Alain Mermoud

Abstract

We introduce TechRank, a recursive algorithm based on a bi-partite graph with weighted nodes. We develop TechRank to link companies and technologies based on the method of reflection. We allow the algorithm to incorporate exogenous variables that reflect an investor's preferences. We calibrate the algorithm in the cybersecurity sector. First, our results help estimate each entity's influence and explain companies' and technologies' ranking. Second, they provide investors with a quantitative optimal ranking of technologies and thus, help them design their optimal portfolio. We propose this method as an alternative to traditional portfolio management and, in the case of private equity investments, as a new way to price assets for which cash flows are not observable.

Suggested Citation

  • Anita Mezzetti & Loic Mar'echal & Dimitri Percia David & William Lacube & S'ebastien Gillard & Michael Tsesmelis & Thomas Maillart & Alain Mermoud, 2022. "TechRank," Papers 2210.07824, arXiv.org.
    • Handle: RePEc:arx:papers:2210.07824
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    References listed on IDEAS

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    1. Hao Zhong & Chuanren Liu & Junwei Zhong & Hui Xiong, 2018. "Which startup to invest in: a personalized portfolio strategy," Annals of Operations Research, Springer, vol. 263(1), pages 339-360, April.
    2. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    3. Arthur Korteweg & Stefan Nagel, 2016. "Risk‐Adjusting the Returns to Venture Capital," Journal of Finance, American Finance Association, vol. 71(3), pages 1437-1470, June.
    4. Mahendra Piraveenan & Mikhail Prokopenko & Liaquat Hossain, 2013. "Percolation Centrality: Quantifying Graph-Theoretic Impact of Nodes during Percolation in Networks," PLOS ONE, Public Library of Science, vol. 8(1), pages 1-14, January.
    5. Tobias J. Moskowitz & Annette Vissing-Jørgensen, 2002. "The Returns to Entrepreneurial Investment: A Private Equity Premium Puzzle?," American Economic Review, American Economic Association, vol. 92(4), pages 745-778, September.
    6. Cochrane, John H., 2005. "The risk and return of venture capital," Journal of Financial Economics, Elsevier, vol. 75(1), pages 3-52, January.
    7. Sergey V. Buldyrev & Roni Parshani & Gerald Paul & H. Eugene Stanley & Shlomo Havlin, 2010. "Catastrophic cascade of failures in interdependent networks," Nature, Nature, vol. 464(7291), pages 1025-1028, April.
    8. Leo Katz, 1953. "A new status index derived from sociometric analysis," Psychometrika, Springer;The Psychometric Society, vol. 18(1), pages 39-43, March.
    9. Gornall, Will & Strebulaev, Ilya A., 2020. "Squaring venture capital valuations with reality," Journal of Financial Economics, Elsevier, vol. 135(1), pages 120-143.
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