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A Quantitative Analysis of Distortions in Managerial Forecasts

Author

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  • Yueran Ma
  • Tiziano Ropele
  • David Sraer
  • David Thesmar

Abstract

This paper quantifies the economic costs of distortions in managerial forecasts. We match a unique managerial survey run by the Bank of Italy with administrative data on firm balance sheets and income statements. The resulting dataset allows us to observe a long panel of managerial forecast errors for a sample of firms representative of the Italian economy. We show that managerial forecast errors are positively and significantly autocorrelated. This persistence in forecast error is consistent with managerial underreaction to new information. To quantify the economic significance of this forecasting bias, we estimate a dynamic equilibrium model with heterogeneous firms and distorted expectations. The estimated model matches not only the persistence of forecast errors, but the empirical link between investment and managerial forecasts. Relative to a counterfactual with rational expectations, we find that managers exhibit large forecasting biases, which lead to significant distortions in firm-level investment. These distortions, however, imply limited loss in firm value. In general equilibrium, the estimated model leads to negligible aggregate efficiency losses from distorted forecasts.

Suggested Citation

  • Yueran Ma & Tiziano Ropele & David Sraer & David Thesmar, 2020. "A Quantitative Analysis of Distortions in Managerial Forecasts," NBER Working Papers 26830, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:26830
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    References listed on IDEAS

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    3. Ali Hortacsu & Olivia R. Natan & Hayden Parsley & Timothy Schwieg & Kevin R. Williams, 2021. "Organizational Structure and Pricing: Evidence from a Large U.S. Airline," Cowles Foundation Discussion Papers 2312R, Cowles Foundation for Research in Economics, Yale University, revised Mar 2022.
    4. Marius Guenzel & Ulrike Malmendier, 2020. "Behavioral Corporate Finance: The Life Cycle of a CEO Career," NBER Working Papers 27635, National Bureau of Economic Research, Inc.
    5. Baltrunaite, Audinga & Bovini, Giulia & Mocetti, Sauro, 2023. "Managerial talent and managerial practices: Are they complements?," Journal of Corporate Finance, Elsevier, vol. 79(C).
    6. Link, Sebastian & Peichl, Andreas & Roth, Christopher & Wohlfart, Johannes, 2023. "Information frictions among firms and households," Journal of Monetary Economics, Elsevier, vol. 135(C), pages 99-115.
    7. Malmendier, Ulrike M. & Guenzel, Marius, 2020. "Behavioral Corporate Finance: The Life Cycle of a CEO Career," CEPR Discussion Papers 15103, C.E.P.R. Discussion Papers.
    8. Ricardo J. Caballero & Alp Simsek, 2022. "Monetary Policy with Opinionated Markets," American Economic Review, American Economic Association, vol. 112(7), pages 2353-2392, July.
    9. Pellegrino, Bruno & Zheng, Geoffery, 2024. "Quantifying the impact of red tape on investment: A survey data approach," Journal of Financial Economics, Elsevier, vol. 152(C).
    10. Augustin Landier & David Thesmar, 2020. "Earnings Expectations in the COVID Crisis," Working Papers hal-02910083, HAL.
    11. Brent Meyer & Nicholas B. Parker & Xuguang Sheng, 2021. "Unit Cost Expectations and Uncertainty: Firms' Perspectives on Inflation," FRB Atlanta Working Paper 2021-12a, Federal Reserve Bank of Atlanta.
    12. Ruediger Bachmann & Kai Carstensen & Stefan Lautenbacher & Martin Schneider, 2021. "Uncertainty and Change: Survey Evidence of Firms's Subjective Beliefs," CESifo Working Paper Series 9394, CESifo.
    13. Suss, Joel & Hughes, Adam, 2023. "Bank expectations and prudential outcomes," Bank of England working papers 1035, Bank of England.
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    More about this item

    JEL classification:

    • E03 - Macroeconomics and Monetary Economics - - General - - - Behavioral Macroeconomics
    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • E7 - Macroeconomics and Monetary Economics - - Macro-Based Behavioral Economics
    • E70 - Macroeconomics and Monetary Economics - - Macro-Based Behavioral Economics - - - General
    • E71 - Macroeconomics and Monetary Economics - - Macro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on the Macro Economy
    • G02 - Financial Economics - - General - - - Behavioral Finance: Underlying Principles
    • G3 - Financial Economics - - Corporate Finance and Governance
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies

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