IDEAS home Printed from https://ideas.repec.org/a/eee/jfinec/v131y2019i2p323-344.html
   My bibliography  Save this article

Inferring latent social networks from stock holdings

Author

Listed:
  • Hong, Harrison
  • Xu, Jiangmin

Abstract

We infer the latent social networks of investors using data on their stock holdings. We map linkages to portfolio weights using a portfolio-choice model. The precision of an investor’s private signal about firm value is assumed to increase with his connections in the city where the firm is headquartered. Using money-manager data, we find that managerial linkages to a city are overly dispersed relative to the Erdös–Rényi model of i.i.d. connections. Managers at the tail of this distribution with non-i.i.d. linkages have more university alumni in that city. Their stock holdings there outperform their holdings in other cities.

Suggested Citation

  • Hong, Harrison & Xu, Jiangmin, 2019. "Inferring latent social networks from stock holdings," Journal of Financial Economics, Elsevier, vol. 131(2), pages 323-344.
  • Handle: RePEc:eee:jfinec:v:131:y:2019:i:2:p:323-344
    DOI: 10.1016/j.jfineco.2017.08.005
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304405X18302332
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jfineco.2017.08.005?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. Lu Zheng, 1999. "Is Money Smart? A Study of Mutual Fund Investors' Fund Selection Ability," Journal of Finance, American Finance Association, vol. 54(3), pages 901-933, June.
    3. Hong, Harrison & Kostovetsky, Leonard, 2012. "Red and blue investing: Values and finance," Journal of Financial Economics, Elsevier, vol. 103(1), pages 1-19.
    4. Engelberg, Joseph & Gao, Pengjie & Parsons, Christopher A., 2012. "Friends with money," Journal of Financial Economics, Elsevier, vol. 103(1), pages 169-188.
    5. Michael W. Brandt & Pedro Santa-Clara & Rossen Valkanov, 2009. "Parametric Portfolio Policies: Exploiting Characteristics in the Cross-Section of Equity Returns," The Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3411-3447, September.
    6. Xavier Gabaix, 2009. "Power Laws in Economics and Finance," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 255-294, May.
    7. Hausman, Jerry & Hall, Bronwyn H & Griliches, Zvi, 1984. "Econometric Models for Count Data with an Application to the Patents-R&D Relationship," Econometrica, Econometric Society, vol. 52(4), pages 909-938, July.
    8. Zheng, Tian & Salganik, Matthew J. & Gelman, Andrew, 2006. "How Many People Do You Know in Prison?: Using Overdispersion in Count Data to Estimate Social Structure in Networks," Journal of the American Statistical Association, American Statistical Association, vol. 101, pages 409-423, June.
    9. Joshua D. Coval & Tobias J. Moskowitz, 1999. "Home Bias at Home: Local Equity Preference in Domestic Portfolios," Journal of Finance, American Finance Association, vol. 54(6), pages 2045-2073, December.
    10. Marcin Kacperczyk & Clemens Sialm & Lu Zheng, 2005. "On the Industry Concentration of Actively Managed Equity Mutual Funds," Journal of Finance, American Finance Association, vol. 60(4), pages 1983-2011, August.
    11. Matthew O. Jackson & Brian W. Rogers, 2007. "Meeting Strangers and Friends of Friends: How Random Are Social Networks?," American Economic Review, American Economic Association, vol. 97(3), pages 890-915, June.
    12. Nicolae Gârleanu & Lasse Heje Pedersen, 2013. "Dynamic Trading with Predictable Returns and Transaction Costs," Journal of Finance, American Finance Association, vol. 68(6), pages 2309-2340, December.
    13. Chen, Joseph & Hong, Harrison & Stein, Jeremy C., 2002. "Breadth of ownership and stock returns," Journal of Financial Economics, Elsevier, vol. 66(2-3), pages 171-205.
    14. 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.
    15. Veronika K. Pool & Noah Stoffman & Scott E. Yonker, 2015. "The People in Your Neighborhood: Social Interactions and Mutual Fund Portfolios," Journal of Finance, American Finance Association, vol. 70(6), pages 2679-2732, December.
    16. Brad M. Barber & Terrance Odean, 2001. "Boys will be Boys: Gender, Overconfidence, and Common Stock Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 261-292.
    17. Harrison Hong & Jeffrey D. Kubik & Jeremy C. Stein, 2005. "Thy Neighbor's Portfolio: Word‐of‐Mouth Effects in the Holdings and Trades of Money Managers," Journal of Finance, American Finance Association, vol. 60(6), pages 2801-2824, December.
    18. Falkenstein, Eric G, 1996. "Preferences for Stock Characteristics as Revealed by Mutual Fund Portfolio Holdings," Journal of Finance, American Finance Association, vol. 51(1), pages 111-135, March.
    19. Christoffersen, Susan E.K. & Sarkissian, Sergei, 2009. "City size and fund performance," Journal of Financial Economics, Elsevier, vol. 92(2), pages 252-275, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Chen, Xiao & Chong, Zhaohui & Giudici, Paolo & Huang, Bihong, 2022. "Network centrality effects in peer to peer lending," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 600(C).
    2. Li, Jie & Zhou, Zhong-Qiang & Zhang, Yongjie & Xiong, Xiong, 2023. "Information interaction among institutional investors and stock price crash risk based on multiplex networks," International Review of Financial Analysis, Elsevier, vol. 89(C).
    3. Lu, Shuai & Li, Shouwei & Zhou, Wei & Yang, Wenke, 2022. "Network herding of energy funds in the post-Carbon-Peak Policy era: Does it benefit profitability and stability?," Energy Economics, Elsevier, vol. 109(C).
    4. Theresa Kuchler & Yan Li & Lin Peng & Johannes Stroebel & Dexin Zhou, 2022. "Social Proximity to Capital: Implications for Investors and Firms," The Review of Financial Studies, Society for Financial Studies, vol. 35(6), pages 2743-2789.
    5. Xiang, Youtao & Borjigin, Sumuya, 2024. "Investment network and stock’s systemic risk contribution: Evidence from China," The Quarterly Review of Economics and Finance, Elsevier, vol. 94(C), pages 113-132.
    6. Dong, Dayong & Jiang, Danling & Wu, Keke & Zhu, Hongquan, 2024. "Game in another town: Geography of stock watchlists and firm valuation," Journal of Banking & Finance, Elsevier, vol. 163(C).
    7. Julia M. Puaschunder, 2023. "Behavioral Insights fostering Pay for Sustainability Remuneration Schemes," Scientia Moralitas Conference Proceedings 01258, Research Association for Interdisciplinary Studies.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Christoffersen, Susan E.K. & Sarkissian, Sergei, 2011. "The demographics of fund turnover," Journal of Financial Intermediation, Elsevier, vol. 20(3), pages 414-440, July.
    2. Cuthbertson, Keith & Nitzsche, Dirk & O'Sullivan, Niall, 2016. "A review of behavioural and management effects in mutual fund performance," International Review of Financial Analysis, Elsevier, vol. 44(C), pages 162-176.
    3. Bai, John (Jianqiu) & Ma, Linlin & Mullally, Kevin A. & Solomon, David H., 2019. "What a difference a (birth) month makes: The relative age effect and fund manager performance," Journal of Financial Economics, Elsevier, vol. 132(1), pages 200-221.
    4. Beggs, William & DeVault, Luke, 2022. "Mutual fund (sub)advisor connections and crowds," Journal of Empirical Finance, Elsevier, vol. 67(C), pages 231-252.
    5. Dayani, Arash, 2022. "CEO inside debt and mutual fund investment decisions," Journal of Banking & Finance, Elsevier, vol. 145(C).
    6. Lin, Shu & Tian, Shu & Zheng, Lu, 2022. "Friend or foe: On a common shareholder relationship between mutual funds and public companies," Journal of Financial Markets, Elsevier, vol. 58(C).
    7. Antoniou, Constantinos & Mitali, Shema F., 2023. "Do stock-level experienced returns influence security selection?," Journal of Banking & Finance, Elsevier, vol. 157(C).
    8. Wei Jiao, 2020. "Portfolio manager home‐country culture and mutual fund risk‐taking," Financial Management, Financial Management Association International, vol. 49(3), pages 805-838, September.
    9. Itzhak Ben-DAVID & Francesco A. FRANZONI & Rabih MOUSSAWI & John SEDUNOV III, 2015. "The Granular Nature of Large Institutional Investors," Swiss Finance Institute Research Paper Series 15-67, Swiss Finance Institute, revised Apr 2016.
    10. Green, T. Clifton & Jame, Russell, 2013. "Company name fluency, investor recognition, and firm value," Journal of Financial Economics, Elsevier, vol. 109(3), pages 813-834.
    11. Bailey, Warren & Kumar, Alok & Ng, David, 2010. "Behavioral Biases of Mutual Fund Investors," Working Papers 10-23, University of Pennsylvania, Wharton School, Weiss Center.
    12. Jaspersen, Stefan & Limbach, Peter, 2020. "Screening Discrimination in Financial Markets: Evidence from CEO-Fund Manager Dyads," CFR Working Papers 17-02, University of Cologne, Centre for Financial Research (CFR), revised 2020.
    13. Genc, Egemen & Shirley, Sara E. & Stark, Jeffrey R. & Tran, Hai, 2023. "Finding information in obvious places: Work connections and mutual fund investment ideas," Journal of Financial Markets, Elsevier, vol. 63(C).
    14. Ole‐Kristian Hope & Pingui Rao & Yanping Xu & Heng Yue, 2023. "Information sharing between mutual funds and auditors," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 50(1-2), pages 152-197, January.
    15. Cujean, Julien, 2018. "Idea Sharing and the Performance of Mutual Funds," CEPR Discussion Papers 13111, C.E.P.R. Discussion Papers.
    16. Theresa Kuchler & Yan Li & Lin Peng & Johannes Stroebel & Dexin Zhou, 2022. "Social Proximity to Capital: Implications for Investors and Firms," The Review of Financial Studies, Society for Financial Studies, vol. 35(6), pages 2743-2789.
    17. Jess N. Cornaggia & Kimberly J. Cornaggia & Ryan D. Israelsen, 2020. "Where the Heart Is: Information Production and the Home Bias," Management Science, INFORMS, vol. 66(12), pages 5532-5557, December.
    18. David C. Ling & Chongyu Wang & Tingyu Zhou, 2021. "The Geography of Real Property Information and Investment: Firm Location, Asset Location and Institutional Ownership," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 49(1), pages 287-331, March.
    19. Chen, Xiao & Chong, Zhaohui & Giudici, Paolo & Huang, Bihong, 2022. "Network centrality effects in peer to peer lending," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 600(C).
    20. Cai, Yu & Lau, Sie Ting, 2015. "Informed trading around earnings and mutual fund alphas," Journal of Banking & Finance, Elsevier, vol. 60(C), pages 168-180.

    More about this item

    Keywords

    Social networks; Poisson regressions; Investor behavior;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jfinec:v:131:y:2019:i:2:p:323-344. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/505576 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.