IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/23040.html
   My bibliography  Save this paper

Location Choice, Portfolio Choice

Author

Listed:
  • Ioannis Branikas
  • Harrison Hong
  • Jiangmin Xu

Abstract

Households hold nondiversified stock portfolios of firms headquartered near their city of residence. Explanations assign a causal role for proximity, either in generating an informational advantage or a familiarity bias. Empirical analyses assume households locate randomly, even though they optimally select a city. This selection is important since latent location factors might be correlated with latent demand for local stocks. Building on location choice models from urban economics, we develop a Heckman (1977)-style model to account for the effect of location choices on portfolio choices. Adjusting for selection significantly reduces local bias and the performance of local stock picks.

Suggested Citation

  • Ioannis Branikas & Harrison Hong & Jiangmin Xu, 2017. "Location Choice, Portfolio Choice," NBER Working Papers 23040, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:23040
    Note: AP
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w23040.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Kerwin Kofi Charles & Erik Hurst & Nikolai Roussanov, 2009. "Conspicuous Consumption and Race," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 425-467.
    2. Paul A. Gompers & Andrew Metrick, 2001. "Institutional Investors and Equity Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 229-259.
    3. Peter M. Demarzo & Ron Kaniel & Ilan Kremer, 2004. "Diversification as a Public Good: Community Effects in Portfolio Choice," Journal of Finance, American Finance Association, vol. 59(4), pages 1677-1716, August.
    4. Annamaria Lusardi & Olivia S Mitchelli, 2007. "Financial Literacy and Retirement Preparedness: Evidence and Implications for Financial Education," Business Economics, Palgrave Macmillan;National Association for Business Economics, vol. 42(1), pages 35-44, January.
    5. James J. Heckman, 1977. "Sample Selection Bias As a Specification Error (with an Application to the Estimation of Labor Supply Functions)," NBER Working Papers 0172, National Bureau of Economic Research, Inc.
    6. 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.
    7. Juan‐Pedro Gómez & Richard Priestley & Fernando Zapatero, 2009. "Implications of Keeping‐Up‐with‐the‐Joneses Behavior for the Equilibrium Cross Section of Stock Returns: International Evidence," Journal of Finance, American Finance Association, vol. 64(6), pages 2703-2737, December.
    8. Patrick J. Bayer & B. Douglas Bernheim & John Karl Scholz, 2009. "The Effects Of Financial Education In The Workplace: Evidence From A Survey Of Employers," Economic Inquiry, Western Economic Association International, vol. 47(4), pages 605-624, October.
    9. Erzo F. P. Luttmer, 2005. "Neighbors as Negatives: Relative Earnings and Well-Being," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(3), pages 963-1002.
    10. François Bourguignon & Martin Fournier & Marc Gurgand, 2007. "Selection Bias Corrections Based On The Multinomial Logit Model: Monte Carlo Comparisons," Journal of Economic Surveys, Wiley Blackwell, vol. 21(1), pages 174-205, February.
    11. 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.
    12. Sumit Agarwal & John C. Driscoll & Xavier Gabaix & David Laibson, 2009. "The Age of Reason: Financial Decisions over the Life Cycle and Implications for Regulation," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 40(2 (Fall)), pages 51-117.
    13. Patrick Bajari & Matthew E. Kahn, 2005. "Estimating Housing Demand With an Application to Explaining Racial Segregation in Cities," Journal of Business & Economic Statistics, American Statistical Association, vol. 23, pages 20-33, January.
    14. Annamaria Lusardi & Olivia Mitchell, 2006. "Financial Literacy and Retirement Preparedness: Evidence and Implications for Financial Education Programs," Working Papers wp144, University of Michigan, Michigan Retirement Research Center.
    15. François Ortalo-Magné & Andrea Prat, 2016. "Spatial Asset Pricing: A First Step," Economica, London School of Economics and Political Science, vol. 83(329), pages 130-171, January.
    16. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2007. "A Unified Framework for Measuring Preferences for Schools and Neighborhoods," Journal of Political Economy, University of Chicago Press, vol. 115(4), pages 588-638, August.
    17. Patrick Puhani, 2000. "The Heckman Correction for Sample Selection and Its Critique," Journal of Economic Surveys, Wiley Blackwell, vol. 14(1), pages 53-68, February.
    18. Lee, Lung-Fei, 1983. "Generalized Econometric Models with Selectivity," Econometrica, Econometric Society, vol. 51(2), pages 507-512, March.
    19. Strauss-Kahn, Vanessa & Vives, Xavier, 2009. "Why and where do headquarters move?," Regional Science and Urban Economics, Elsevier, vol. 39(2), pages 168-186, March.
    20. 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.
    21. French, Kenneth R & Poterba, James M, 1991. "Investor Diversification and International Equity Markets," American Economic Review, American Economic Association, vol. 81(2), pages 222-226, May.
    22. Gordon B. Dahl, 2002. "Mobility and the Return to Education: Testing a Roy Model with Multiple Markets," Econometrica, Econometric Society, vol. 70(6), pages 2367-2420, November.
    23. Greg Kaplan & Sam Schulhofer‐Wohl, 2017. "Understanding The Long‐Run Decline In Interstate Migration," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 58(1), pages 57-94, February.
    24. Dubin, Jeffrey A & McFadden, Daniel L, 1984. "An Econometric Analysis of Residential Electric Appliance Holdings and Consumption," Econometrica, Econometric Society, vol. 52(2), pages 345-362, March.
    25. Hjalmarsson, Erik & Manchev, Petar, 2012. "Characteristic-based mean-variance portfolio choice," Journal of Banking & Finance, Elsevier, vol. 36(5), pages 1392-1401.
    26. Rebecca Diamond, 2016. "The Determinants and Welfare Implications of US Workers' Diverging Location Choices by Skill: 1980-2000," American Economic Review, American Economic Association, vol. 106(3), pages 479-524, March.
    27. Brad M. Barber & Terrance Odean, 2000. "Trading Is Hazardous to Your Wealth: The Common Stock Investment Performance of Individual Investors," Journal of Finance, American Finance Association, vol. 55(2), pages 773-806, April.
    28. Shlomo Benartzi, 2001. "Excessive Extrapolation and the Allocation of 401(k) Accounts to Company Stock," Journal of Finance, American Finance Association, vol. 56(5), pages 1747-1764, October.
    29. 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.
    30. 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.
    31. Christo Pirinsky & Qinghai Wang, 2006. "Does Corporate Headquarters Location Matter for Stock Returns?," Journal of Finance, American Finance Association, vol. 61(4), pages 1991-2015, August.
    32. Patrick Bayer & Robert McMillan & Alvin Murphy & Christopher Timmins, 2016. "A Dynamic Model of Demand for Houses and Neighborhoods," Econometrica, Econometric Society, vol. 84, pages 893-942, May.
    33. Terrance Odean, 1999. "Do Investors Trade Too Much?," American Economic Review, American Economic Association, vol. 89(5), pages 1279-1298, December.
    34. Feng, Lei & Seasholes, Mark S., 2008. "Individual investors and gender similarities in an emerging stock market," Pacific-Basin Finance Journal, Elsevier, vol. 16(1-2), pages 44-60, January.
    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. Badarinza, Cristian & Ramadorai, Tarun & Shimizu, Chihiro, 2022. "Gravity, counterparties, and foreign investment," Journal of Financial Economics, Elsevier, vol. 145(2), pages 132-152.

    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. Branikas, Ioannis & Hong, Harrison & Xu, Jiangmin, 2020. "Location choice, portfolio choice," Journal of Financial Economics, Elsevier, vol. 138(1), pages 74-94.
    2. 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.
    3. John R. Graham & Campbell R. Harvey & Hai Huang, 2009. "Investor Competence, Trading Frequency, and Home Bias," Management Science, INFORMS, vol. 55(7), pages 1094-1106, July.
    4. Berry, Thomas & Gamble, Keith Jacks, 2013. "Informed local trading prior to earnings announcements," Journal of Financial Markets, Elsevier, vol. 16(3), pages 505-525.
    5. Itzhak Venezia, 2018. "Lecture Notes in Behavioral Finance," World Scientific Books, World Scientific Publishing Co. Pte. Ltd., number 10751, January.
    6. Adam Zaremba & Jacob Koby Shemer, 2018. "Price-Based Investment Strategies," Springer Books, Springer, number 978-3-319-91530-2, December.
    7. Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021. "Household Finance," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
    8. Zhao, Shangwei & Xie, Tian & Ai, Xin & Yang, Guangren & Zhang, Xinyu, 2023. "Correcting sample selection bias with model averaging for consumer demand forecasting," Economic Modelling, Elsevier, vol. 123(C).
    9. Koşar, Gizem & Ransom, Tyler & van der Klaauw, Wilbert, 2022. "Understanding migration aversion using elicited counterfactual choice probabilities," Journal of Econometrics, Elsevier, vol. 231(1), pages 123-147.
    10. J. Nellie Liang & Scott Weisbenner, 2002. "Investor behavior and the purchase of company stock in 401(k) plans - the importance of plan design," Finance and Economics Discussion Series 2002-36, Board of Governors of the Federal Reserve System (U.S.).
    11. Peter Huber & Ulugbek Rahimov, 2017. "The Self-Selection of Workers to the Formal and Informal in Transition Economies: Evidence from Tajikistan," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 67(2), pages 140-164, April.
    12. Hoechle, Daniel & Schmid, Markus & Zimmermann, Heinz, 2012. "Decomposing Performance," Working Papers on Finance 1216, University of St. Gallen, School of Finance, revised Nov 2015.
    13. Li, Donghui & Liao, Li & Luo, Yuanhang & Zhang, Xueyong, 2014. "Firm headquarters location, ownership structure, and stock return co-movements," Pacific-Basin Finance Journal, Elsevier, vol. 30(C), pages 158-172.
    14. Kim, Donghyun & Wang, Qinghai & Wang, Xiaoqiong, 2022. "Geographic clustering of institutional investors," Journal of Financial Economics, Elsevier, vol. 144(2), pages 547-570.
    15. Guiso, Luigi & Sodini, Paolo, 2013. "Household Finance: An Emerging Field," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1397-1532, Elsevier.
    16. Li, Mingsheng & Zhao, Xin, 2016. "Neighborhood effect on stock price comovement," The North American Journal of Economics and Finance, Elsevier, vol. 35(C), pages 1-22.
    17. Salem, Razan, 2019. "Examining the investment behavior of Arab women in the stock market," Journal of Behavioral and Experimental Finance, Elsevier, vol. 22(C), pages 151-160.
    18. John Y. Campbell, 2006. "Household Finance," Journal of Finance, American Finance Association, vol. 61(4), pages 1553-1604, August.
    19. Robert Breunig & Joseph Mercante, 2010. "The Accuracy of Predicted Wages of the Non‐Employed and Implications for Policy Simulations from Structural Labour Supply Models," The Economic Record, The Economic Society of Australia, vol. 86(272), pages 49-70, March.
    20. Lu, Xiaomeng & Zhang, Yong & Zhang, Yixing & Wang, Lin, 2020. "Can investment advisors promote rational investment? Evidence from micro-data in China," Economic Modelling, Elsevier, vol. 86(C), pages 251-263.

    More about this item

    JEL classification:

    • G02 - Financial Economics - - General - - - Behavioral Finance: Underlying Principles
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • R2 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis
    • R22 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Other Demand

    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:nbr:nberwo:23040. 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/nberrus.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.