IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v118y2020ics0378426620301102.html
   My bibliography  Save this article

Geographic spillover of dominant firms’ shocks

Author

Listed:
  • Jannati, Sima

Abstract

This paper shows that productivity shocks to the 100 largest U.S. firms (by revenue) contain systematic information. Specifically, shocks to the top-100 firms predict future shocks to geographically close firms. Intra-sector trade links are an important economic channel for spillover effects. However, these spillovers are not restricted to firms’ trade links only. Knowledge externalities and state income tax payments of the top-100 firms are other economic channels through which shocks propagate. Market participants do not fully incorporate the information contained in shocks to the top-100 firms. Consequently, a portfolio analysis that exploits the slow diffusion of information generates an annual risk-adjusted return of 5.4%. Overall, the results show how productivity shocks to the few largest firms in the U.S. spillover to other firms and potentially aggregate to affect the national economy.

Suggested Citation

  • Jannati, Sima, 2020. "Geographic spillover of dominant firms’ shocks," Journal of Banking & Finance, Elsevier, vol. 118(C).
  • Handle: RePEc:eee:jbfina:v:118:y:2020:i:c:s0378426620301102
    DOI: 10.1016/j.jbankfin.2020.105844
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378426620301102
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbankfin.2020.105844?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. Andrew T. Foerster & Pierre-Daniel G. Sarte & Mark W. Watson, 2011. "Sectoral versus Aggregate Shocks: A Structural Factor Analysis of Industrial Production," Journal of Political Economy, University of Chicago Press, vol. 119(1), pages 1-38.
    2. Thomas Chaney & David Sraer & David Thesmar, 2012. "The Collateral Channel: How Real Estate Shocks Affect Corporate Investment," American Economic Review, American Economic Association, vol. 102(6), pages 2381-2409, October.
    3. Manuel Trajtenberg, 1990. "A Penny for Your Quotes: Patent Citations and the Value of Innovations," RAND Journal of Economics, The RAND Corporation, vol. 21(1), pages 172-187, Spring.
    4. Siddhartha Biswas & Indraneel Chakraborty & Rong Hai, 2017. "Income Inequality, Tax Policy, and Economic Growth," Economic Journal, Royal Economic Society, vol. 0(601), pages 688-727, May.
    5. Xavier Giroud & Joshua Rauh, 2019. "State Taxation and the Reallocation of Business Activity: Evidence from Establishment-Level Data," Journal of Political Economy, University of Chicago Press, vol. 127(3), pages 1262-1316.
    6. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, Oxford University Press, vol. 108(3), pages 577-598.
    7. Lior Menzly & Oguzhan Ozbas, 2010. "Market Segmentation and Cross‐predictability of Returns," Journal of Finance, American Finance Association, vol. 65(4), pages 1555-1580, August.
    8. Michael Greenstone & Richard Hornbeck & Enrico Moretti, 2010. "Identifying Agglomeration Spillovers: Evidence from Winners and Losers of Large Plant Openings," Journal of Political Economy, University of Chicago Press, vol. 118(3), pages 536-598, June.
    9. Joseph P. H. Fan & Vidhan K. Goyal, 2006. "On the Patterns and Wealth Effects of Vertical Mergers," The Journal of Business, University of Chicago Press, vol. 79(2), pages 877-902, March.
    10. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 665-712.
    11. Jean-Noël Barrot & Julien Sauvagnat, 2016. "Input Specificity and the Propagation of Idiosyncratic Shocks in Production Networks," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(3), pages 1543-1592.
    12. Canarella, Giorgio & Miller, Stephen M. & Nourayi, Mahmoud M., 2013. "Firm profitability: Mean-reverting or random-walk behavior?," Journal of Economics and Business, Elsevier, vol. 66(C), pages 76-97.
    13. Lo, Andrew W & MacKinlay, A Craig, 1990. "When Are Contrarian Profits Due to Stock Market Overreaction?," The Review of Financial Studies, Society for Financial Studies, vol. 3(2), pages 175-205.
    14. Pastor, Lubos & Stambaugh, Robert F., 2003. "Liquidity Risk and Expected Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 642-685, June.
    15. Tappeiner, Gottfried & Hauser, Christoph & Walde, Janette, 2008. "Regional knowledge spillovers: Fact or artifact?," Research Policy, Elsevier, vol. 37(5), pages 861-874, June.
    16. 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.
    17. Wallsten, Scott J., 2001. "An empirical test of geographic knowledge spillovers using geographic information systems and firm-level data," Regional Science and Urban Economics, Elsevier, vol. 31(5), pages 571-599, September.
    18. Gennaro Bernile & Alok Kumar & Johan Sulaeman, 2015. "Home away from Home: Geography of Information and Local Investors," Review of Financial Studies, Society for Financial Studies, vol. 28(7), pages 2009-2049.
    19. Xavier Gabaix, 2011. "The Granular Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 79(3), pages 733-772, May.
    20. repec:oup:revfin:v:29:y:2016:i:12:p:3471-3518. is not listed on IDEAS
    21. Gerard Hoberg & Gordon Phillips, 2016. "Text-Based Network Industries and Endogenous Product Differentiation," Journal of Political Economy, University of Chicago Press, vol. 124(5), pages 1423-1465.
    22. Breschi, Stefano & Lissoni, Francesco, 2001. "Knowledge Spillovers and Local Innovation Systems: A Critical Survey," Industrial and Corporate Change, Oxford University Press, vol. 10(4), pages 975-1005, December.
    23. King, Robert G & Watson, Mark W, 1996. "Money, Prices, Interest Rates and the Business Cycle," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 35-53, February.
    24. David Rezza Baqaee & Emmanuel Farhi, 2019. "The Macroeconomic Impact of Microeconomic Shocks: Beyond Hulten's Theorem," Econometrica, Econometric Society, vol. 87(4), pages 1155-1203, July.
    25. Siddhartha Biswas & Indraneel Chakraborty & Rong Hai, 2017. "Income Inequality, Tax Policy, and Economic Growth," Economic Journal, Royal Economic Society, vol. 0(601), pages 688-727, May.
    26. Lauren Cohen & Andrea Frazzini, 2008. "Economic Links and Predictable Returns," Journal of Finance, American Finance Association, vol. 63(4), pages 1977-2011, August.
    27. repec:hal:spmain:info:hdl:2441/75koqefued8i7pihbrl9u84p4u is not listed on IDEAS
    28. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    29. 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.
    30. 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.
    31. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    32. 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, Oxford University Press, vol. 1(1), pages 35-73.
    33. Bernard Herskovic & Bryan Kelly & Hanno Lustig & Stijn Van Nieuwerburgh, 2020. "Firm Volatility in Granular Networks," Journal of Political Economy, University of Chicago Press, vol. 128(11), pages 4097-4162.
    34. Philipp Schnabl, 2012. "The International Transmission of Bank Liquidity Shocks: Evidence from an Emerging Market," Journal of Finance, American Finance Association, vol. 67(3), pages 897-932, June.
    35. Murray Z. Frank & Vidhan K. Goyal, 2009. "Capital Structure Decisions: Which Factors Are Reliably Important?," Financial Management, Financial Management Association International, vol. 38(1), pages 1-37, March.
    36. Kewei Hou, 2007. "Industry Information Diffusion and the Lead-lag Effect in Stock Returns," Review of Financial Studies, Society for Financial Studies, vol. 20(4), pages 1113-1138.
    37. Daron Acemoglu & Vasco M. Carvalho & Asuman Ozdaglar & Alireza Tahbaz‐Salehi, 2012. "The Network Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 80(5), pages 1977-2016, September.
    38. Todd A. Gormley & David A. Matsa, 2014. "Common Errors: How to (and Not to) Control for Unobserved Heterogeneity," Review of Financial Studies, Society for Financial Studies, vol. 27(2), pages 617-661.
    39. Gerald A. Carlino, 1995. "Do education and training lead to faster growth in cities?," Business Review, Federal Reserve Bank of Philadelphia, issue Jan, pages 15-22.
    40. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    41. Yannick Malevergne & Pedro Santa-Clara & Didier Sornette, 2009. "Professor Zipf goes to Wall Street," NBER Working Papers 15295, National Bureau of Economic Research, Inc.
    42. Lucas, Robert E., 1977. "Understanding business cycles," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 5(1), pages 7-29, January.
    43. Harrison Hong & Jeremy C. Stein, 1999. "A Unified Theory of Underreaction, Momentum Trading, and Overreaction in Asset Markets," Journal of Finance, American Finance Association, vol. 54(6), pages 2143-2184, December.
    44. Charles R. Hulten, 1978. "Growth Accounting with Intermediate Inputs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 45(3), pages 511-518.
    45. Thomas Doring & Jan Schnellenbach, 2006. "What do we know about geographical knowledge spillovers and regional growth?: A survey of the literature," Regional Studies, Taylor & Francis Journals, vol. 40(3), pages 375-395.
    46. 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.
    47. Gerard Hoberg & Gordon Phillips, 2010. "Product Market Synergies and Competition in Mergers and Acquisitions: A Text-Based Analysis," Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3773-3811, October.
    48. Manuel Trajtenberg & Adam B. Jaffe & Michael S. Fogarty, 2000. "Knowledge Spillovers and Patent Citations: Evidence from a Survey of Inventors," American Economic Review, American Economic Association, vol. 90(2), pages 215-218, May.
    49. Ortiz-Molina, Hernán & Phillips, Gordon M., 2014. "Real Asset Illiquidity and the Cost of Capital," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 49(1), pages 1-32, February.
    50. Jawad M. Addoum & Alok Kumar, 2016. "Political Sentiment and Predictable Returns," Review of Financial Studies, Society for Financial Studies, vol. 29(12), pages 3471-3518.
    51. Casey Dougal & Christopher A. Parsons & Sheridan Titman, 2015. "Urban Vibrancy and Corporate Growth," Journal of Finance, American Finance Association, vol. 70(1), pages 163-210, 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. 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.
    2. Ali, Usman & Hirshleifer, David, 2020. "Shared analyst coverage: Unifying momentum spillover effects," Journal of Financial Economics, Elsevier, vol. 136(3), pages 649-675.
    3. Bozok, İhsan & Özyıldırım, Süheyla, 2022. "Firm centrality and limited attention," International Review of Economics & Finance, Elsevier, vol. 78(C), pages 483-500.
    4. Hirshleifer, David & Hsu, Po-Hsuan & Li, Dongmei, 2013. "Innovative efficiency and stock returns," Journal of Financial Economics, Elsevier, vol. 107(3), pages 632-654.
    5. 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.
    6. Jannati, Sima & Korniotis, George & Kumar, Alok, 2020. "Big fish in a small pond: Locally dominant firms and the business cycle," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 219-240.
    7. Oh, Jong-Min, 2017. "Absorptive capacity, technology spillovers, and the cross-section of stock returns," Journal of Banking & Finance, Elsevier, vol. 85(C), pages 146-164.
    8. 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.
    9. Chen, Zilin & Chu, Liya & Liang, Dawei & Tu, Jun, 2022. "Far away from home: Investors’ underreaction to geographically dispersed information," Journal of Economic Dynamics and Control, Elsevier, vol. 136(C).
    10. Chenchen Li & Rui Li & Xundi Diao & Chongfeng Wu, 2020. "Market segmentation and supply‐chain predictability: evidence from China," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(2), pages 1531-1562, June.
    11. Cohen, Lauren & Lou, Dong, 2012. "Complicated firms," Journal of Financial Economics, Elsevier, vol. 104(2), pages 383-400.
    12. Ashish Agarwal & Alvin Chung Man Leung & Prabhudev Konana & Alok Kumar, 2017. "Cosearch Attention and Stock Return Predictability in Supply Chains," Information Systems Research, INFORMS, vol. 28(2), pages 265-288, June.
    13. Zareei, Abalfazl, 2021. "Cross-momentum: Tracking idiosyncratic shocks," International Review of Economics & Finance, Elsevier, vol. 71(C), pages 177-199.
    14. Yaniv Konchitchki & Yan Luo & Mary L. Z. Ma & Feng Wu, 2016. "Accounting-based downside risk, cost of capital, and the macroeconomy," Review of Accounting Studies, Springer, vol. 21(1), pages 1-36, March.
    15. Honghui Chen & David M. Harrison & Mahsa Khoshnoud, 2020. "Investors’ Limited Attention: Evidence from REITs," The Journal of Real Estate Finance and Economics, Springer, vol. 61(3), pages 408-442, October.
    16. Zareei, Abalfazl, 2019. "Network origins of portfolio risk," Journal of Banking & Finance, Elsevier, vol. 109(C).
    17. Ernesto Pasten & Raphael S. Schoenle & Michael Weber & Michael Weber, 2017. "Price Rigidities and the Granular Origins of Aggregate Fluctuations," CESifo Working Paper Series 6619, CESifo.
    18. Michaely, Roni & Rubin, Amir & Vedrashko, Alexander, 2016. "Are Friday announcements special? Overcoming selection bias," Journal of Financial Economics, Elsevier, vol. 122(1), pages 65-85.
    19. Panzica, Roberto Calogero, 2018. "Idiosyncratic volatility puzzle: The role of assets' interconnections," SAFE Working Paper Series 228, Leibniz Institute for Financial Research SAFE.
    20. Jacobs, Heiko & Weber, Martin, 2015. "On the determinants of pairs trading profitability," Journal of Financial Markets, Elsevier, vol. 23(C), pages 75-97.

    More about this item

    Keywords

    Top-100 firms; Productivity shocks; Systematic information; Geographic spillover; Information diffusion;
    All these keywords.

    JEL classification:

    • G02 - Financial Economics - - General - - - Behavioral Finance: Underlying Principles
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage

    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:jbfina:v:118:y:2020:i:c:s0378426620301102. 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/jbf .

    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.