IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp17882.html
   My bibliography  Save this paper

Understanding Firm Dynamics with Daily Data

Author

Listed:
  • Hack, Lukas

    (University of Mannheim)

  • Rostam-Afschar, Davud

    (University of Mannheim)

Abstract

How do firms’ plans and expectations respond to macroeconomic shocks? We run a daily survey of German firms over the past three years. We randomize daily invitations, delivering a stable composition of firms. This allows constructing daily time series and estimating dynamic aggregate causal effects. These estimates capture firms’ responsiveness conditional on the recent economic environment, making them informative for policymakers. We examine oil supply, monetary policy, and forward guidance shocks, finding that firms’ plans, especially price-setting plans, respond within days to oil supply and monetary policy shocks but not to forward guidance. Finally, we investigate firm heterogeneity and expectations.

Suggested Citation

  • Hack, Lukas & Rostam-Afschar, Davud, 2025. "Understanding Firm Dynamics with Daily Data," IZA Discussion Papers 17882, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp17882
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp17882.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Thomas Hale & Noam Angrist & Rafael Goldszmidt & Beatriz Kira & Anna Petherick & Toby Phillips & Samuel Webster & Emily Cameron-Blake & Laura Hallas & Saptarshi Majumdar & Helen Tatlow, 2021. "A global panel database of pandemic policies (Oxford COVID-19 Government Response Tracker)," Nature Human Behaviour, Nature, vol. 5(4), pages 529-538, April.
    2. Mark Gertler & Simon Gilchrist, 1994. "Monetary Policy, Business Cycles, and the Behavior of Small Manufacturing Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 309-340.
    3. Grebe, Moritz & Kandemir, Sinem & Tillmann, Peter, 2024. "Uncertainty about the war in Ukraine: Measurement and effects on the German economy," Journal of Economic Behavior & Organization, Elsevier, vol. 217(C), pages 493-506.
    4. Christian K. Wolf, 2023. "The Missing Intercept: A Demand Equivalence Approach," American Economic Review, American Economic Association, vol. 113(8), pages 2232-2269, August.
    5. Denis Gorea & Oleksiy Kryvtsov & Marianna Kudlyak, 2022. "House Price Responses to Monetary Policy Surprises: Evidence from the U.S. Listings Data," Working Paper Series 2022-16, Federal Reserve Bank of San Francisco.
    6. Emi Nakamura & Jón Steinsson, 2018. "High-Frequency Identification of Monetary Non-Neutrality: The Information Effect," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(3), pages 1283-1330.
    7. Olivier Coibion & Yuriy Gorodnichenko & Tiziano Ropele, 2020. "Inflation Expectations and Firm Decisions: New Causal Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 165-219.
    8. Luca Gagliardone & Mark Gertler, 2023. "Oil Prices, Monetary Policy and Inflation Surges," NBER Working Papers 31263, National Bureau of Economic Research, Inc.
    9. Mark Gertler & Peter Karadi, 2015. "Monetary Policy Surprises, Credit Costs, and Economic Activity," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(1), pages 44-76, January.
    10. Marek Jarociński & Peter Karadi, 2020. "Deconstructing Monetary Policy Surprises—The Role of Information Shocks," American Economic Journal: Macroeconomics, American Economic Association, vol. 12(2), pages 1-43, April.
    11. 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.
    12. Enders, Zeno & Hünnekes, Franziska & Müller, Gernot J., 2019. "Monetary policy announcements and expectations: Evidence from german firms," Journal of Monetary Economics, Elsevier, vol. 108(C), pages 45-63.
    13. Gazzani, Andrea & Venditti, Fabrizio & Veronese, Giovanni, 2024. "Oil price shocks in real time," Journal of Monetary Economics, Elsevier, vol. 144(C).
    14. Taylor, Alan M. & Cloyne, James & Hürtgen, Patrick, 2022. "Global Monetary and Financial Spillovers: Evidence from a New Measure of Bundesbank Policy Shocks," CEPR Discussion Papers 17587, C.E.P.R. Discussion Papers.
    15. Christiane Baumeister & James D. Hamilton, 2019. "Structural Interpretation of Vector Autoregressions with Incomplete Identification: Revisiting the Role of Oil Supply and Demand Shocks," American Economic Review, American Economic Association, vol. 109(5), pages 1873-1910, May.
    16. Refet S Gürkaynak & Brian Sack & Eric Swanson, 2005. "Do Actions Speak Louder Than Words? The Response of Asset Prices to Monetary Policy Actions and Statements," International Journal of Central Banking, International Journal of Central Banking, vol. 1(1), May.
    17. Diego R. Känzig, 2021. "The Macroeconomic Effects of Oil Supply News: Evidence from OPEC Announcements," American Economic Review, American Economic Association, vol. 111(4), pages 1092-1125, April.
    18. 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.
    19. Mattias Almgren & José-Elías Gallegos & John Kramer & Ricardo Lima, 2022. "Monetary Policy and Liquidity Constraints: Evidence from the Euro Area," American Economic Journal: Macroeconomics, American Economic Association, vol. 14(4), pages 309-340, October.
    20. Jorge Miranda-Pinto & Mr. Andrea Pescatori & Ervin Prifti & Guillermo Verduzco-Bustos, 2023. "Monetary Policy Transmission through Commodity Prices," IMF Working Papers 2023/215, International Monetary Fund.
    21. Oliver Pfauti, 2023. "The Inflation Attention Threshold and Inflation Surges," Papers 2308.09480, arXiv.org, revised Aug 2024.
    22. Herbst, Edward P. & Johannsen, Benjamin K., 2024. "Bias in local projections," Journal of Econometrics, Elsevier, vol. 240(1).
    23. José Luis Montiel Olea & Mikkel Plagborg‐Møller, 2021. "Local Projection Inference Is Simpler and More Robust Than You Think," Econometrica, Econometric Society, vol. 89(4), pages 1789-1823, July.
    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. Yang, Yang & Zhang, Jiqiang & Chen, Sanpan, 2023. "Information effects of monetary policy announcements on oil price," Journal of Commodity Markets, Elsevier, vol. 30(C).
    2. Laumer, Sebastian & Schaffer, Matthew, 2025. "Monetary policy transmission under supply chain pressure," European Economic Review, Elsevier, vol. 172(C).
    3. Jonathon Hazell & Stephan Hobler, 2024. "Do Deficits Cause Inflation? A High Frequency Narrative Approach," Discussion Papers 2439, Centre for Macroeconomics (CFM).
    4. Afonso S. Moura & Gergely Buda & Vasco M. Carvalho & Giancarlo Corsetti & João B. Duarte & Stephen Hansen & Álvaro Ortiz & Tomasa Rodrigo & José V. Rodríguez Mora & Guilherme Alves da Silva, 2025. "The Short Lags of Monetary Policy," Working Papers w202501, Banco de Portugal, Economics and Research Department.
    5. Alam, M. Jahangir & Alvi, Eskander, 2024. "The long-run effects of monetary policy: The role of R&D investment in economic growth," Economic Modelling, Elsevier, vol. 137(C).
    6. Mirela Miescu, 2022. "Forward guidance shocks," Working Papers 352591340, Lancaster University Management School, Economics Department.
    7. Paul Rudel & Peter Tillmann, 2018. "News Shock Spillovers: How the Euro Area Responds to Expected Fed Policy," MAGKS Papers on Economics 201832, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    8. Priit Jeenas, 2023. "Firm Balance Sheet Liquidity, Monetary Policy Shocks, and Investment Dynamics," Working Papers 1409, Barcelona School of Economics.
    9. Taylor, Alan M. & Cloyne, James & Hürtgen, Patrick, 2022. "Global Monetary and Financial Spillovers: Evidence from a New Measure of Bundesbank Policy Shocks," CEPR Discussion Papers 17587, C.E.P.R. Discussion Papers.
    10. Gökhan Ider & Alexander Kriwoluzky & Frederik Kurcz & Ben Schumann, 2024. "Friend, Not Foe - Energy Prices and European Monetary Policy," Discussion Papers of DIW Berlin 2089, DIW Berlin, German Institute for Economic Research.
    11. Döttling, Robin & Ratnovski, Lev, 2023. "Monetary policy and intangible investment," Journal of Monetary Economics, Elsevier, vol. 134(C), pages 53-72.
    12. Hensel, Jannik & Mangiante, Giacomo & Moretti, Luca, 2024. "Carbon pricing and inflation expectations: Evidence from France," Journal of Monetary Economics, Elsevier, vol. 147(C).
    13. Diego R. Känzig, 2021. "The Macroeconomic Effects of Oil Supply News: Evidence from OPEC Announcements," American Economic Review, American Economic Association, vol. 111(4), pages 1092-1125, April.
    14. Baioni Tomás, 2024. "Unconventional monetary policy in a high-inflation regime: evidence from Argentina," Asociación Argentina de Economía Política: Working Papers 4709, Asociación Argentina de Economía Política.
    15. Wataru Miyamoto & Thuy Lan Nguyen & Dmitry Sergeyev, 2023. "How Oil Shocks Propagate: Evidence on the Monetary Policy Channel," Working Paper Series 2024-06, Federal Reserve Bank of San Francisco.
    16. Karau, Sören, 2021. "Monetary policy and Bitcoin," Discussion Papers 41/2021, Deutsche Bundesbank.
    17. Lu, Dong & Tang, Huoqing & Zhang, Chengsi, 2023. "China's monetary policy surprises and corporate real investment," China Economic Review, Elsevier, vol. 77(C).
    18. Chen, Cheng & Senga, Tatsuro & Sun, Chang & Zhang, Hongyong, 2023. "Uncertainty, imperfect information, and expectation formation over the firm’s life cycle," Journal of Monetary Economics, Elsevier, vol. 140(C), pages 60-77.
    19. Odendahl, Florens & Pagliari, Maria Sole & Penalver, Adrian & Rossi, Barbara & Sestieri, Giulia, 2024. "Euro area monetary policy effects. Does the shape of the yield curve matter?," Journal of Monetary Economics, Elsevier, vol. 147(S).
    20. Max Breitenlechner & Martin Geiger & Mathias Klein, 2024. "The Fiscal Channel of Monetary Policy," Working Papers 2024-07, Faculty of Economics and Statistics, Universität Innsbruck.

    More about this item

    Keywords

    oil supply; monetary policy; firms; daily data; inflation surge;
    All these keywords.

    JEL classification:

    • E31 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Price Level; Inflation; Deflation
    • E43 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Interest Rates: Determination, Term Structure, and Effects
    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
    • C83 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Survey Methods; Sampling Methods

    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:iza:izadps:dp17882. 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: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.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.