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Sentiment and uncertainty about regulation

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  • Tara M. Sinclair
  • Zhoudan Xie

Abstract

Regulatory policy can create economic and social benefits, but poorly designed or excessive regulation may generate substantial adverse effects on the economy. In this paper, we present measures of sentiment and uncertainty about regulation in the U.S. over time and examine their relationships with macroeconomic performance. We construct the measures using lexicon-based sentiment analysis of an original news corpus, which covers 493,418 news articles related to regulation from seven leading U.S. newspapers. As a result, we build monthly indexes of sentiment and uncertainty about regulation and categorical indexes for 14 regulatory policy areas from January 1985 to August 2020. Impulse response functions indicate that a negative shock to sentiment about regulation is associated with large, persistent drops in future output and employment, while increased regulatory uncertainty overall reduces output and employment temporarily. These results suggest that sentiment about regulation plays a more important economic role than uncertainty about regulation. Furthermore, economic outcomes are particularly sensitive to sentiment around transportation regulation and to uncertainty around labor regulation.

Suggested Citation

  • Tara M. Sinclair & Zhoudan Xie, 2021. "Sentiment and uncertainty about regulation," CAMA Working Papers 2021-54, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
  • Handle: RePEc:een:camaaa:2021-54
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    1. N. Bloom, 2016. "Fluctuations in uncertainty," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 4.
    2. Caggiano, Giovanni & Castelnuovo, Efrem & Pellegrino, Giovanni, 2017. "Estimating the real effects of uncertainty shocks at the Zero Lower Bound," European Economic Review, Elsevier, vol. 100(C), pages 257-272.
    3. Hassett, Kevin A & Metcalf, Gilbert E, 1999. "Investment with Uncertain Tax Policy: Does Random Tax Policy Discourage Investment?," Economic Journal, Royal Economic Society, vol. 109(457), pages 372-393, July.
    4. Caldara, Dario & Iacoviello, Matteo & Molligo, Patrick & Prestipino, Andrea & Raffo, Andrea, 2020. "The economic effects of trade policy uncertainty," Journal of Monetary Economics, Elsevier, vol. 109(C), pages 38-59.
    5. Winston Harrington & Richard D. Morgenstern & Peter Nelson, 2000. "On the accuracy of regulatory cost estimates," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 19(2), pages 297-322.
    6. Bentley Coffey & Patrick McLaughlin & Pietro Peretto, 2020. "The Cumulative Cost of Regulations," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 38, pages 1-21, October.
    7. Carroll, Christopher D & Fuhrer, Jeffrey C & Wilcox, David W, 1994. "Does Consumer Sentiment Forecast Household Spending? If So, Why?," American Economic Review, American Economic Association, vol. 84(5), pages 1397-1408, December.
    8. 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.
    9. John Dawson & John Seater, 2013. "Federal regulation and aggregate economic growth," Journal of Economic Growth, Springer, vol. 18(2), pages 137-177, June.
    10. 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.
    11. 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.
    12. Robert J. Shiller, 2017. "Narrative Economics," American Economic Review, American Economic Association, vol. 107(4), pages 967-1004, April.
    13. Arbatli Saxegaard, Elif C. & Davis, Steven J. & Ito, Arata & Miake, Naoko, 2022. "Policy uncertainty in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 64(C).
    14. repec:zbw:bofrdp:2017_006 is not listed on IDEAS
    15. Matthew Gentzkow & Bryan Kelly & Matt Taddy, 2019. "Text as Data," Journal of Economic Literature, American Economic Association, vol. 57(3), pages 535-574, September.
    16. Jess Benhabib & Mark M Spiegel, 2019. "Sentiments and Economic Activity: Evidence from US States," The Economic Journal, Royal Economic Society, vol. 129(618), pages 715-733.
    17. Rodrik, Dani, 1991. "Policy uncertainty and private investment in developing countries," Journal of Development Economics, Elsevier, vol. 36(2), pages 229-242, October.
    18. Kevin A. Hassett, 1999. "Tax Policy and Investment," Books, American Enterprise Institute, number 53049, September.
    19. Shapiro, Adam Hale & Sudhof, Moritz & Wilson, Daniel J., 2022. "Measuring news sentiment," Journal of Econometrics, Elsevier, vol. 228(2), pages 221-243.
    20. Jason Bram & Sydney C. Ludvigson, 1998. "Does consumer confidence forecast household expenditure? a sentiment index horse race," Economic Policy Review, Federal Reserve Bank of New York, vol. 4(Jun), pages 59-78.
    21. Julio, Brandon & Yook, Youngsuk, 2016. "Policy uncertainty, irreversibility, and cross-border flows of capital," Journal of International Economics, Elsevier, vol. 103(C), pages 13-26.
    22. Susan E. Dudley, 2017. "Retrospective evaluation of chemical regulations," OECD Environment Working Papers 118, OECD Publishing.
    23. Nataliia Ostapenko, 2020. "Macroeconomic expectations: news sentiment analysis," Bank of Estonia Working Papers wp2020-5, Bank of Estonia, revised 13 Aug 2020.
    24. Charles W. Calomiris & Harry Mamaysky & Ruoke Yang, 2020. "Measuring the Cost of Regulation: A Text-Based Approach," NBER Working Papers 26856, National Bureau of Economic Research, Inc.
    25. Eads, George C, 1980. "Regulation and Technical Change: Some Largely Unexplored Influences," American Economic Review, American Economic Association, vol. 70(2), pages 50-54, May.
    26. Casey B. Mulligan & Andrei Shleifer, 2005. "The Extent of the Market and the Supply of Regulation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(4), pages 1445-1473.
    27. 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.
    28. Huseyin Gulen & Mihai Ion, 2016. "Editor's Choice Policy Uncertainty and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 29(3), pages 523-564.
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    More about this item

    Keywords

    Regulation; text analysis; NLP; sentiment analysis; uncertainty;
    All these keywords.

    JEL classification:

    • E2 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment
    • E3 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles
    • K2 - Law and Economics - - Regulation and Business Law
    • O4 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity

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