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Firm-Level Political Risk: Measurement and Effects

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  • Tarek A. Hassan
  • Stephan Hollander
  • Laurence van Lent
  • Ahmed Tahoun

Abstract

We adapt simple tools from computational linguistics to construct a new measure of political risk faced by individual US firms: the share of their quarterly earnings conference calls that they devote to political risks. We validate our measure by showing it correctly identifies calls containing extensive conversations on risks that are political in nature, that it varies intuitively over time and across sectors, and that it correlates with the firm’s actions and stock market volatility in a manner that is highly indicative of political risk. Firms exposed to political risk retrench hiring and investment and actively lobby and donate to politicians. These results continue to hold after controlling for news about the mean (as opposed to the variance) of political shocks. Interestingly, the vast majority of the variation in our measure is at the firm level rather than at the aggregate or sector level, in the sense that it is neither captured by the interaction of sector and time fixed effects, nor by heterogeneous exposure of individual firms to aggregate political risk. The dispersion of this firm-level political risk increases significantly at times with high aggregate political risk. Decomposing our measure of political risk by topic, we find that firms that devote more time to discussing risks associated with a given political topic tend to increase lobbying on that topic, but not on other topics, in the following quarter.

Suggested Citation

  • Tarek A. Hassan & Stephan Hollander & Laurence van Lent & Ahmed Tahoun, 2017. "Firm-Level Political Risk: Measurement and Effects," NBER Working Papers 24029, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:24029
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    1. Jesús Fernández-Villaverde & Luis Garicano & Tano Santos, 2013. "Political Credit Cycles: The Case of the Eurozone," Journal of Economic Perspectives, American Economic Association, vol. 27(3), pages 145-166, Summer.
    2. repec:bla:jfinan:v:53:y:1998:i:6:p:2243-2257 is not listed on IDEAS
    3. Drautzburg, Thorsten & Fernández-Villaverde, Jesús & Guerrón-Quintana, Pablo, 2021. "Bargaining shocks and aggregate fluctuations," Journal of Economic Dynamics and Control, Elsevier, vol. 127(C).
    4. Nicholas Bloom & Max Floetotto & Nir Jaimovich & Itay Saporta†Eksten & Stephen J. Terry, 2018. "Really Uncertain Business Cycles," Econometrica, Econometric Society, vol. 86(3), pages 1031-1065, May.
    5. Erik Snowberg & Justin Wolfers & Eric Zitzewitz, 2007. "Partisan Impacts on the Economy: Evidence from Prediction Markets and Close Elections," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(2), pages 807-829.
    6. George J. Stigler, 1971. "The Theory of Economic Regulation," Bell Journal of Economics, The RAND Corporation, vol. 2(1), pages 3-21, Spring.
    7. Rui Castro & Gian Luca Clementi & Yoonsoo Lee, 2008. "Cross-sectoral variation in firm-level idiosyncratic risk," Working Papers (Old Series) 0812, Federal Reserve Bank of Cleveland.
    8. Ball, Ray & Bartov, Eli, 1996. "How naive is the stock market's use of earnings information?," Journal of Accounting and Economics, Elsevier, vol. 21(3), pages 319-337, June.
    9. Thomas Ferguson & Hans-Joachim Voth, 2008. "Betting on Hitler—The Value of Political Connections in Nazi Germany," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(1), pages 101-137.
    10. Leuz, Christian & Oberholzer-Gee, Felix, 2006. "Political relationships, global financing, and corporate transparency: Evidence from Indonesia," Journal of Financial Economics, Elsevier, vol. 81(2), pages 411-439, August.
    11. Pástor, Ľuboš & Veronesi, Pietro, 2013. "Political uncertainty and risk premia," Journal of Financial Economics, Elsevier, vol. 110(3), pages 520-545.
    12. Lubos Pástor & Pietro Veronesi, 2012. "Uncertainty about Government Policy and Stock Prices," Journal of Finance, American Finance Association, vol. 67(4), pages 1219-1264, August.
    13. Belo, Frederico & Gala, Vito D. & Li, Jun, 2013. "Government spending, political cycles, and the cross section of stock returns," Journal of Financial Economics, Elsevier, vol. 107(2), pages 305-324.
    14. Efraim Benmelech & Tobias J. Moskowitz, 2010. "The Political Economy of Financial Regulation: Evidence from U.S. State Usury Laws in the 19th Century," Journal of Finance, American Finance Association, vol. 65(3), pages 1029-1073, June.
    15. Kyle Handley & Nuno Limão, 2018. "Trade and Investment under Policy Uncertainty: Theory and Firm Evidence," World Scientific Book Chapters, in: Policy Externalities and International Trade Agreements, chapter 4, pages 89-122, World Scientific Publishing Co. Pte. Ltd..
    16. Eitan Goldman & Jörg Rocholl & Jongil So, 2009. "Do Politically Connected Boards Affect Firm Value?," The Review of Financial Studies, Society for Financial Studies, vol. 22(6), pages 2331-2360, June.
    17. Michael J. Cooper & Huseyin Gulen & Alexei V. Ovtchinnikov, 2010. "Corporate Political Contributions and Stock Returns," Journal of Finance, American Finance Association, vol. 65(2), pages 687-724, April.
    18. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    19. Tarek A. Hassan & Thomas M. Mertens, 2017. "The Social Cost of Near-Rational Investment," American Economic Review, American Economic Association, vol. 107(4), pages 1059-1103, April.
    20. Croce, Mariano M. & Nguyen, Thien T. & Schmid, Lukas, 2012. "The market price of fiscal uncertainty," Journal of Monetary Economics, Elsevier, vol. 59(5), pages 401-416.
    21. Xavier Gabaix, 2011. "The Granular Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 79(3), pages 733-772, May.
    22. Ralph S. J. Koijen & Tomas J. Philipson & Harald Uhlig, 2016. "Financial Health Economics," Econometrica, Econometric Society, vol. 84, pages 195-242, January.
    23. Ben S. Bernanke, 1983. "Irreversibility, Uncertainty, and Cyclical Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 98(1), pages 85-106.
    24. Thorsten Drautzburg & Jesús Fernández-Villaverde & Pablo Guerrón-Quintana, 2017. "Political Distribution Risk and Aggregate Fluctuations," Working Papers 17-25, Federal Reserve Bank of Philadelphia.
    25. Jayachandran, Seema, 2006. "The Jeffords Effect," Journal of Law and Economics, University of Chicago Press, vol. 49(2), pages 397-425, October.
    26. Milyo Jeffrey & Primo David & Groseclose Timothy, 2000. "Corporate PAC Campaign Contributions in Perspective," Business and Politics, De Gruyter, vol. 2(1), pages 1-15, April.
    27. Jordi Blanes i Vidal & Mirko Draca & Christian Fons-Rosen, 2012. "Revolving Door Lobbyists," American Economic Review, American Economic Association, vol. 102(7), pages 3731-3748, December.
    28. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    29. Jonathan Brogaard & Andrew Detzel, 2015. "The Asset-Pricing Implications of Government Economic Policy Uncertainty," Management Science, INFORMS, vol. 61(1), pages 3-18, January.
    30. Jesús Fernández-Villaverde & Pablo Guerrón-Quintana & Keith Kuester & Juan Rubio-Ramírez, 2015. "Fiscal Volatility Shocks and Economic Activity," American Economic Review, American Economic Association, vol. 105(11), pages 3352-3384, November.
    31. Acemoglu, Daron & Johnson, Simon & Kermani, Amir & Kwak, James & Mitton, Todd, 2016. "The value of connections in turbulent times: Evidence from the United States," Journal of Financial Economics, Elsevier, vol. 121(2), pages 368-391.
    32. Nick Bloom & Stephen Bond & John Van Reenen, 2007. "Uncertainty and Investment Dynamics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(2), pages 391-415.
    33. Allan Collard-Wexler, 2010. "Productivity Dispersion and Plant Selection in the Ready-Mix Concrete Industry," 2010 Meeting Papers 105, Society for Economic Dynamics.
    34. Avinash K. Dixit & Robert S. Pindyck, 1994. "Investment under Uncertainty," Economics Books, Princeton University Press, edition 1, number 5474.
    35. Kristian D. Allee & Matthew D. Deangelis, 2015. "The Structure of Voluntary Disclosure Narratives: Evidence from Tone Dispersion," Journal of Accounting Research, Wiley Blackwell, vol. 53(2), pages 241-274, May.
    36. Pindyck, Robert S, 1988. "Irreversible Investment, Capacity Choice, and the Value of the Firm," American Economic Review, American Economic Association, vol. 78(5), pages 969-985, December.
    37. Kyle Jurado & Sydney C. Ludvigson & Serena Ng, 2015. "Measuring Uncertainty," American Economic Review, American Economic Association, vol. 105(3), pages 1177-1216, March.
    38. Michael Siemer & Adrien Verdelhan & Francois Gourio, 2015. "Uncertainty and International Capital Flows," 2015 Meeting Papers 880, Society for Economic Dynamics.
    39. R?diger Bachmann & Steffen Elstner & Eric R. Sims, 2013. "Uncertainty and Economic Activity: Evidence from Business Survey Data," American Economic Journal: Macroeconomics, American Economic Association, vol. 5(2), pages 217-249, April.
    40. Matthew Gentzkow & Jesse M. Shapiro, 2010. "What Drives Media Slant? Evidence From U.S. Daily Newspapers," Econometrica, Econometric Society, vol. 78(1), pages 35-71, January.
    41. Johnson, Simon & Mitton, Todd, 2003. "Cronyism and capital controls: evidence from Malaysia," Journal of Financial Economics, Elsevier, vol. 67(2), pages 351-382, February.
    42. Cristina Arellano & Yan Bai & Patrick J. Kehoe, 2019. "Financial Frictions and Fluctuations in Volatility," Journal of Political Economy, University of Chicago Press, vol. 127(5), pages 2049-2103.
    43. Born, Benjamin & Pfeifer, Johannes, 2014. "Policy risk and the business cycle," Journal of Monetary Economics, Elsevier, vol. 68(C), pages 68-85.
    44. Timothy Besley & Hannes Mueller, 2018. "Institutions, Volatility, and Investment," Journal of the European Economic Association, European Economic Association, vol. 16(3), pages 604-649.
    45. Asim Ijaz Khwaja & Atif Mian, 2005. "Do Lenders Favor Politically Connected Firms? Rent Provision in an Emerging Financial Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(4), pages 1371-1411.
    46. Jae Sim & Egon Zakrajsek & Simon Gilchrist, 2010. "Uncertainty, Financial Frictions, and Investment Dynamics," 2010 Meeting Papers 1285, Society for Economic Dynamics.
    47. Stephen V. Brown & Jennifer Wu Tucker, 2011. "Large‐Sample Evidence on Firms’ Year‐over‐Year MD&A Modifications," Journal of Accounting Research, Wiley Blackwell, vol. 49(2), pages 309-346, May.
    48. Philippe Mueller & Alireza Tahbaz-Salehi & Andrea Vedolin, 2017. "Exchange Rates and Monetary Policy Uncertainty," Journal of Finance, American Finance Association, vol. 72(3), pages 1213-1252, June.
    49. Stephan Hollander & Maarten Pronk & Erik Roelofsen, 2010. "Does Silence Speak? An Empirical Analysis of Disclosure Choices During Conference Calls," Journal of Accounting Research, Wiley Blackwell, vol. 48(3), pages 531-563, June.
    50. Bryan Kelly & Ľuboš Pástor & Pietro Veronesi, 2016. "The Price of Political Uncertainty: Theory and Evidence from the Option Market," Journal of Finance, American Finance Association, vol. 71(5), pages 2417-2480, October.
    51. 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.
    52. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    53. MARA FACCIO & RONALD W. MASULIS & JOHN J. McCONNELL, 2006. "Political Connections and Corporate Bailouts," Journal of Finance, American Finance Association, vol. 61(6), pages 2597-2635, December.
    54. Giglio, Stefano & Kelly, Bryan & Pruitt, Seth, 2016. "Systemic risk and the macroeconomy: An empirical evaluation," Journal of Financial Economics, Elsevier, vol. 119(3), pages 457-471.
    55. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1187-1230, September.
    56. Tahoun, Ahmed, 2014. "The role of stock ownership by US members of Congress on the market for political favors," Journal of Financial Economics, Elsevier, vol. 111(1), pages 86-110.
    57. Karam Kang, 2016. "Policy Influence and Private Returns from Lobbying in the Energy Sector," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(1), pages 269-305.
    58. Correia, Maria M., 2014. "Political connections and SEC enforcement," Journal of Accounting and Economics, Elsevier, vol. 57(2), pages 241-262.
    59. de Figueiredo, John M & Silverman, Brian S, 2006. "Academic Earmarks and the Returns to Lobbying," Journal of Law and Economics, University of Chicago Press, vol. 49(2), pages 597-625, October.
    60. Hartman, Richard, 1972. "The effects of price and cost uncertainty on investment," Journal of Economic Theory, Elsevier, vol. 5(2), pages 258-266, October.
    61. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    62. Abel, Andrew B, 1983. "Optimal Investment under Uncertainty," American Economic Review, American Economic Association, vol. 73(1), pages 228-233, March.
    63. Raymond Fisman, 2001. "Estimating the Value of Political Connections," American Economic Review, American Economic Association, vol. 91(4), pages 1095-1102, September.
    64. Maria Boutchkova & Hitesh Doshi & Art Durnev & Alexander Molchanov, 2012. "Precarious Politics and Return Volatility," The Review of Financial Studies, Society for Financial Studies, vol. 25(4), pages 1111-1154.
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    JEL classification:

    • D8 - Microeconomics - - Information, Knowledge, and Uncertainty
    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • E6 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation
    • H32 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - Firm

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