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Human capital migration networks and stock returns

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Listed:
  • Eric McKee
  • Yuanyang Liu
  • Gautam Pant
  • Shagun Pant

Abstract

Controlling for firm characteristics and risk, we find that inter‐firm human capital migration network centrality (HCMNC) is a strong predictor of future stock returns. Using publicly available employee profiles, we show that a portfolio based on HCMNC yields an annualized four‐factor alpha of 5.5%. The predictive power of HCMNC is stronger for firms with lower investor attention and higher valuation uncertainty. HCMNC also correlates with higher future operating performance and profitability, suggesting that the market underreacts to HCMNC.

Suggested Citation

  • Eric McKee & Yuanyang Liu & Gautam Pant & Shagun Pant, 2025. "Human capital migration networks and stock returns," Review of Financial Economics, John Wiley & Sons, vol. 43(3), pages 297-316, July.
    • Handle: RePEc:wly:revfec:v:43:y:2025:i:3:p:297-316
    DOI: 10.1002/rfe.70002
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    as
    1. Larcker, David F. & So, Eric C. & Wang, Charles C.Y., 2013. "Boardroom centrality and firm performance," Journal of Accounting and Economics, Elsevier, vol. 55(2), pages 225-250.
    2. Rafael A. Corredoira & Lori Rosenkopf, 2010. "Should auld acquaintance be forgot? the reverse transfer of knowledge through mobility ties," Strategic Management Journal, Wiley Blackwell, vol. 31(2), pages 159-181, February.
    3. Peng, Lin & Xiong, Wei, 2006. "Investor attention, overconfidence and category learning," Journal of Financial Economics, Elsevier, vol. 80(3), pages 563-602, June.
    4. Lori Rosenkopf & Paul Almeida, 2003. "Overcoming Local Search Through Alliances and Mobility," Management Science, INFORMS, vol. 49(6), pages 751-766, June.
    5. Gennaro Bernile & Stefanos Delikouras & George M. Korniotis & Alok Kumar, 2023. "Geography of firms and propagation of local economic conditions," Review of Financial Economics, John Wiley & Sons, vol. 41(4), pages 437-464, October.
    6. Cao, Jie & Chordia, Tarun & Lin, Chen, 2016. "Alliances and Return Predictability," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(5), pages 1689-1717, October.
    7. Sharifkhani, Ali & Simutin, Mikhail, 2021. "Feedback loops in industry trade networks and the term structure of momentum profits," Journal of Financial Economics, Elsevier, vol. 141(3), pages 1171-1187.
    8. Kelly Shue, 2013. "Executive Networks and Firm Policies: Evidence from the Random Assignment of MBA Peers," The Review of Financial Studies, Society for Financial Studies, vol. 26(6), pages 1401-1442.
    9. Isaac Hacamo & Kristoph Kleiner, 2022. "Competing for Talent: Firms, Managers, and Social Networks," The Review of Financial Studies, Society for Financial Studies, vol. 35(1), pages 207-253.
    10. Amit Jain, 2016. "Learning by hiring and change to organizational knowledge: Countering obsolescence as organizations age," Strategic Management Journal, Wiley Blackwell, vol. 37(8), pages 1667-1687, August.
    11. Cesare Fracassi & Geoffrey Tate, 2012. "External Networking and Internal Firm Governance," Journal of Finance, American Finance Association, vol. 67(1), pages 153-194, February.
    12. Hwang, Byoung-Hyoun & Kim, Seoyoung, 2009. "It pays to have friends," Journal of Financial Economics, Elsevier, vol. 93(1), pages 138-158, July.
    13. Luigi Zingales, 2000. "In Search of New Foundations," Journal of Finance, American Finance Association, vol. 55(4), pages 1623-1653, August.
    14. Ishii, Joy & Xuan, Yuhai, 2014. "Acquirer-target social ties and merger outcomes," Journal of Financial Economics, Elsevier, vol. 112(3), pages 344-363.
    15. Huang, Qianqian & Jiang, Feng & Lie, Erik & Yang, Ke, 2014. "The role of investment banker directors in M&A," Journal of Financial Economics, Elsevier, vol. 112(2), pages 269-286.
    16. Fogel, Kathy & Jandik, Tomas & McCumber, William R., 2018. "CFO social capital and private debt," Journal of Corporate Finance, Elsevier, vol. 52(C), pages 28-52.
    17. Lauren Cohen & Andrea Frazzini, 2008. "Economic Links and Predictable Returns," Journal of Finance, American Finance Association, vol. 63(4), pages 1977-2011, August.
    18. Andrés Donangelo, 2014. "Labor Mobility: Implications for Asset Pricing," Journal of Finance, American Finance Association, vol. 69(3), pages 1321-1346, June.
    19. Lauren Cohen & Andrea Frazzini & Christopher Malloy, 2008. "The Small World of Investing: Board Connections and Mutual Fund Returns," Journal of Political Economy, University of Chicago Press, vol. 116(5), pages 951-979, October.
    20. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    21. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    22. Faleye, Olubunmi & Kovacs, Tunde & Venkateswaran, Anand, 2014. "Do Better-Connected CEOs Innovate More?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 49(5-6), pages 1201-1225, December.
    23. Hirshleifer, David & Hsu, Po-Hsuan & Li, Dongmei, 2013. "Innovative efficiency and stock returns," Journal of Financial Economics, Elsevier, vol. 107(3), pages 632-654.
    24. Hwang, Chuan-Yang & Titman, Sheridan & Wang, Yuxi, 2018. "Is It Who You Know or What You Know? Evidence from IPO Allocations and Mutual Fund Performance," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(6), pages 2491-2523, December.
    25. Aboody, D & Lev, B, 1998. "The value relevance of intangibles: The case of software capitalization," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 36, pages 161-191.
    26. Babina, Tania & García, Diego & Tate, Geoffrey, 2024. "Friends During Hard Times: Evidence from the Great Depression," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 59(6), pages 2647-2694, September.
    27. Lee, Charles M.C. & Sun, Stephen Teng & Wang, Rongfei & Zhang, Ran, 2019. "Technological links and predictable returns," Journal of Financial Economics, Elsevier, vol. 132(3), pages 76-96.
    28. Griffin, Paul A. & Hong, Hyun A. & Liu, Yun & Ryou, Ji Woo, 2021. "The dark side of CEO social capital: Evidence from real earnings management and future operating performance," Journal of Corporate Finance, Elsevier, vol. 68(C).
    29. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    30. Gilsing, Victor & Nooteboom, Bart & Vanhaverbeke, Wim & Duysters, Geert & van den Oord, Ad, 2008. "Network embeddedness and the exploration of novel technologies: Technological distance, betweenness centrality and density," Research Policy, Elsevier, vol. 37(10), pages 1717-1731, December.
    31. Stefano Dellavigna & Joshua M. Pollet, 2009. "Investor Inattention and Friday Earnings Announcements," Journal of Finance, American Finance Association, vol. 64(2), pages 709-749, April.
    32. David Hirshleifer & Po-Hsuan Hsu & Dongmei Li, 2018. "Innovative Originality, Profitability, and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 31(7), pages 2553-2605.
    33. Fan, Yaoyao & Jiang, Yuxiang & Jin, Pengcheng & Mai, Yong, 2023. "CEO network centrality and bank risk: Evidence from US Bank holding companies," Journal of Corporate Finance, Elsevier, vol. 83(C).
    34. Yixin Liu & Huishan Wan & Yilei Zhang, 2021. "Labor unemployment insurance and accounting conservatism," Review of Financial Economics, John Wiley & Sons, vol. 39(3), pages 232-253, July.
    35. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    36. Vikramaditya Khanna & E. Han Kim & Yao Lu, 2015. "CEO Connectedness and Corporate Fraud," Journal of Finance, American Finance Association, vol. 70(3), pages 1203-1252, June.
    37. El-Khatib, Rwan & Fogel, Kathy & Jandik, Tomas, 2015. "CEO network centrality and merger performance," Journal of Financial Economics, Elsevier, vol. 116(2), pages 349-382.
    38. Edmans, Alex, 2011. "Does the stock market fully value intangibles? Employee satisfaction and equity prices," Journal of Financial Economics, Elsevier, vol. 101(3), pages 621-640, September.
    39. Fama, Eugene F & French, Kenneth R, 2000. "Forecasting Profitability and Earnings," The Journal of Business, University of Chicago Press, vol. 73(2), pages 161-175, April.
    40. Assaf Eisdorfer & Kenneth Froot & Gideon Ozik & Ronnie Sadka, 2022. "Competition Links and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 35(9), pages 4300-4340.
    41. Tristan Fitzgerald & Benjamin Balsmeier & Lee Fleming & Gustavo Manso, 2021. "Innovation Search Strategy and Predictable Returns," Management Science, INFORMS, vol. 67(2), pages 1109-1137, February.
    42. repec:bla:jfinan:v:53:y:1998:i:2:p:673-699 is not listed on IDEAS
    43. Hirshleifer, David & Teoh, Siew Hong, 2003. "Limited attention, information disclosure, and financial reporting," Journal of Accounting and Economics, Elsevier, vol. 36(1-3), pages 337-386, December.
    44. Lee, Charles M.C. & Shi, Terrence Tianshuo & Sun, Stephen Teng & Zhang, Ran, 2024. "Production complementarity and information transmission across industries," Journal of Financial Economics, Elsevier, vol. 155(C).
    45. Ron Bekkerman & Eliezer M Fich & Natalya V Khimich & Jeffrey Pontiff, 2023. "The Effect of Innovation Similarity on Asset Prices: Evidence from Patents’ Big Data," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 13(1), pages 99-145.
    46. Green, T. Clifton & Huang, Ruoyan & Wen, Quan & Zhou, Dexin, 2019. "Crowdsourced employer reviews and stock returns," Journal of Financial Economics, Elsevier, vol. 134(1), pages 236-251.
    47. Burak Güner, A. & Malmendier, Ulrike & Tate, Geoffrey, 2008. "Financial expertise of directors," Journal of Financial Economics, Elsevier, vol. 88(2), pages 323-354, May.
    48. Jay CaiThe Le & Tu Nguyen & Ralph Walkling, 2022. "Director Appointments: It Is Who You Know," The Review of Financial Studies, Society for Financial Studies, vol. 35(4), pages 1933-1982.
    49. Myra Mohnen, 2022. "Stars and Brokers: Knowledge Spillovers Among Medical Scientists," Management Science, INFORMS, vol. 68(4), pages 2513-2532, April.
    50. Stephen G. Dimmock & William C. Gerken & Nathaniel P. Graham, 2018. "Is Fraud Contagious? Coworker Influence on Misconduct by Financial Advisors," Journal of Finance, American Finance Association, vol. 73(3), pages 1417-1450, June.
    51. David Hirshleifer & Sonya S. Lim & Siew Hong Teoh, 2011. "Limited Investor Attention and Stock Market Misreactions to Accounting Information," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 1(1), pages 35-73.
    52. Yuanyang Liu & Gautam Pant & Olivia R. L. Sheng, 2020. "Predicting Labor Market Competition: Leveraging Interfirm Network and Employee Skills," Information Systems Research, INFORMS, vol. 31(4), pages 1443-1466, December.
    53. Gur Huberman & Tomer Regev, 2001. "Contagious Speculation and a Cure for Cancer: A Nonevent that Made Stock Prices Soar," Journal of Finance, American Finance Association, vol. 56(1), pages 387-396, February.
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