IDEAS home Printed from https://ideas.repec.org/p/tse/wpaper/125979.html
   My bibliography  Save this paper

Human-Robot Interactions in Investment Decisions

Author

Listed:
  • Bianchi, Milo
  • Brière, Marie

Abstract

We study the introduction of robo-advising on a large set of Employee Saving Plans. Differently from many services that fully automate portfolio decisions, our robo-advisor proposes investment and rebalancing strategies, leaving investors free to follow or ignore them. The resulting human-robot interactions occur both at the time of the subscription and over time, as the robot sends alerts when the investor’s portfolio gets too far from the target allocation. We show that the robo-service is associated with an increase in investors’ attention and trading activities. Following the robot’s alerts, investors change their rebalancing behaviors so as to stay closer to their target allocation, which results in larger portfolio returns. Counterfactual returns induced by automatic rebalancing by the robot would be only slightly higher, suggesting that on average the financial cost of letting investors retain control is not large.

Suggested Citation

  • Bianchi, Milo & Brière, Marie, 2021. "Human-Robot Interactions in Investment Decisions," TSE Working Papers 21-1251, Toulouse School of Economics (TSE), revised Mar 2024.
  • Handle: RePEc:tse:wpaper:125979
    as

    Download full text from publisher

    File URL: https://www.tse-fr.eu/sites/default/files/TSE/documents/doc/wp/2021/wp_tse_1251.pdf
    File Function: Working paper
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Milo Bianchi, 2018. "Financial Literacy and Portfolio Dynamics," Journal of Finance, American Finance Association, vol. 73(2), pages 831-859, April.
    2. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust Nonparametric Confidence Intervals for Regression‐Discontinuity Designs," Econometrica, Econometric Society, vol. 82, pages 2295-2326, November.
    3. Bianchi, Milo & Jehiel, Philippe, 2020. "Bundlers' dilemmas in financial markets with sampling investors," Theoretical Economics, Econometric Society, vol. 15(2), May.
    4. Gabriele Foà & Leonardo Gambacorta & Luigi Guiso & Paolo Emilio Mistrulli, 2019. "The Supply Side of Household Finance," The Review of Financial Studies, Society for Financial Studies, vol. 32(10), pages 3762-3798.
    5. D’Hondt, Catherine & De Winne, Rudy & Ghysels, Eric & Raymond, Steve, 2020. "Artificial Intelligence Alter Egos: Who might benefit from robo-investing?," Journal of Empirical Finance, Elsevier, vol. 59(C), pages 278-299.
    6. Francesco D’Acunto & Nagpurnanand Prabhala & Alberto G Rossi, 2019. "The Promises and Pitfalls of Robo-Advising," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1983-2020.
    7. Calvet, Laurent E. & Célérier, Claire & Vallee, Boris, 2020. "Can Security Design Foster Household Risk-Taking?," CEPR Discussion Papers 14955, C.E.P.R. Discussion Papers.
    8. Hans-Martin Von Gaudecker, 2015. "How Does Household Portfolio Diversification Vary with Financial Literacy and Financial Advice?," Journal of Finance, American Finance Association, vol. 70(2), pages 489-507, April.
    9. James M. Poterba, 2014. "Retirement Security in an Aging Population," American Economic Review, American Economic Association, vol. 104(5), pages 1-30, May.
    10. Andreas Fagereng & Luigi Guiso & Davide Malacrino & Luigi Pistaferri, 2020. "Heterogeneity and Persistence in Returns to Wealth," Econometrica, Econometric Society, vol. 88(1), pages 115-170, January.
    11. Berkeley J. Dietvorst & Joseph P. Simmons & Cade Massey, 2018. "Overcoming Algorithm Aversion: People Will Use Imperfect Algorithms If They Can (Even Slightly) Modify Them," Management Science, INFORMS, vol. 64(3), pages 1155-1170, March.
    12. Josh Lerner & Peter Tufano, 2011. "The Consequences of Financial Innovation: A Counterfactual Research Agenda," NBER Chapters, in: The Rate and Direction of Inventive Activity Revisited, pages 523-575, National Bureau of Economic Research, Inc.
    13. Annamaria Lusardi & Olivia S. Mitchell, 2014. "The Economic Importance of Financial Literacy: Theory and Evidence," Journal of Economic Literature, American Economic Association, vol. 52(1), pages 5-44, March.
    14. John Beshears & James J. Choi & David Laibson & Brigitte C. Madrian, 2018. "Behavioral Household Finance," NBER Working Papers 24854, National Bureau of Economic Research, Inc.
    15. Hackethal, Andreas & Haliassos, Michael & Jappelli, Tullio, 2012. "Financial advisors: A case of babysitters?," Journal of Banking & Finance, Elsevier, vol. 36(2), pages 509-524.
    16. Bianchi, Milo & Jehiel, Philippe, 0. "Bundlers' dilemmas in financial markets with sampling investors," Theoretical Economics, Econometric Society.
    17. Sendhil Mullainathan & Markus Noeth & Antoinette Schoar, 2012. "The Market for Financial Advice: An Audit Study," NBER Working Papers 17929, National Bureau of Economic Research, Inc.
    18. Andrew D. Foster & Mark R. Rosenzweig, 2010. "Microeconomics of Technology Adoption," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 395-424, September.
    19. Stephen Foerster & Juhani T. Linnainmaa & Brian T. Melzer & Alessandro Previtero, 2017. "Retail Financial Advice: Does One Size Fit All?," Journal of Finance, American Finance Association, vol. 72(4), pages 1441-1482, August.
    20. Laurent Bach & Laurent E. Calvet & Paolo Sodini, 2020. "Rich Pickings? Risk, Return, and Skill in Household Wealth," American Economic Review, American Economic Association, vol. 110(9), pages 2703-2747, September.
    21. Amit Seru & Tyler Shumway & Noah Stoffman, 2010. "Learning by Trading," The Review of Financial Studies, Society for Financial Studies, vol. 23(2), pages 705-739, February.
    Full references (including those not matched with items on IDEAS)

    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. Buss, Adrian & Vilkov, Grigory & Uppal, Raman, 2020. "Investor Sophistication and Portfolio Dynamics," CEPR Discussion Papers 15116, C.E.P.R. Discussion Papers.
    2. Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021. "Household Finance," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
    3. D’Hondt, Catherine & De Winne, Rudy & Merli, Maxime, 2021. "Do retail investors bite off more than they can chew? A close look at their return objectives," Journal of Economic Behavior & Organization, Elsevier, vol. 188(C), pages 879-902.
    4. Bucher-Koenen, Tabea & Hackethal, Andreas & Koenen, Johannes & Laudenbach, Christine, 2021. "Gender differences in financial advice," SAFE Working Paper Series 309, Leibniz Institute for Financial Research SAFE.
    5. Oscar A. Stolper & Andreas Walter, 2017. "Financial literacy, financial advice, and financial behavior," Journal of Business Economics, Springer, vol. 87(5), pages 581-643, July.
    6. Baeckström, Ylva & Marsh, Ian W. & Silvester, Joanne, 2021. "Variations in investment advice provision: A study of financial advisors of millionaire investors," Journal of Economic Behavior & Organization, Elsevier, vol. 188(C), pages 716-735.
    7. Chalmers, John & Reuter, Jonathan, 2020. "Is conflicted investment advice better than no advice?," Journal of Financial Economics, Elsevier, vol. 138(2), pages 366-387.
    8. Pan, Xuefeng & Wu, Weixing & Zhang, Xuyang, 2020. "Is financial advice a cure-all or the icing on the cake for financial literacy? Evidence from financial market participation in China," International Review of Financial Analysis, Elsevier, vol. 69(C).
    9. Delis, Manthos & Galariotis, Emilios & Monne, Jerome, 2021. "Economic condition and financial cognition," Journal of Banking & Finance, Elsevier, vol. 123(C).
    10. Litterscheidt, Rouven & Streich, David J., 2020. "Financial education and digital asset management: What's in the black box?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 87(C).
    11. John Y. Campbell, 2016. "Restoring Rational Choice: The Challenge of Consumer Financial Regulation," American Economic Review, American Economic Association, vol. 106(5), pages 1-30, May.
    12. Kramer, Marc M., 2016. "Financial literacy, confidence and financial advice seeking," Journal of Economic Behavior & Organization, Elsevier, vol. 131(PA), pages 198-217.
    13. Hermansson, Cecilia & Song, Han-Suck, 2016. "Financial advisory services meetings and their impact on saving behavior – A difference-in-difference analysis," Journal of Retailing and Consumer Services, Elsevier, vol. 30(C), pages 131-139.
    14. Guiso, Luigi & Pozzi, Andrea & Tsoy, Anton & Gambacorta, Leonardo & Mistrulli, Paolo Emilio, 2022. "The cost of steering in financial markets: Evidence from the mortgage market," Journal of Financial Economics, Elsevier, vol. 143(3), pages 1209-1226.
    15. Firth, Chris, 2020. "Protecting investors from themselves: Evidence from a regulatory intervention," Journal of Behavioral and Experimental Finance, Elsevier, vol. 27(C).
    16. Marotta, Giuseppe, 2020. "Behind the success of dominated personal pension plans: sales force and financial literacy factors," Journal of Pension Economics and Finance, Cambridge University Press, vol. 19(4), pages 532-547, October.
    17. Steffen Westermann & Scott J. Niblock & Jennifer L. Harrison & Michael A. Kortt, 2020. "Financial Advice Seeking: A Review of the Barriers and Benefits," Economic Papers, The Economic Society of Australia, vol. 39(4), pages 367-388, December.
    18. Stylianos Papageorgiou & Dimitrios Xefteris, 2021. "A Collective Investment in Financial Literacy by Heterogeneous Households," University of Cyprus Working Papers in Economics 04-2021, University of Cyprus Department of Economics.
    19. Bannier, Christina E. & Schwarz, Milena, 2018. "Gender- and education-related effects of financial literacy and confidence on financial wealth," Journal of Economic Psychology, Elsevier, vol. 67(C), pages 66-86.
    20. Hermansson, Cecilia & Jonsson, Sara & Liu, Lu, 2022. "The medium is the message: Learning channels, financial literacy, and stock market participation," International Review of Financial Analysis, Elsevier, vol. 79(C).

    More about this item

    Keywords

    Robo-Advising; Human-robot Interaction; Financial; Inclusion; Portfolio Dynamics; Long-Term Investment.;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in Financial Markets
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • D14 - Microeconomics - - Household Behavior - - - Household Saving; Personal Finance
    • G51 - Financial Economics - - Household Finance - - - Household Savings, Borrowing, Debt, and Wealth

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:tse:wpaper:125979. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/tsetofr.html .

    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.