IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/24208.html

A Sufficient Statistics Approach for Aggregating Firm-Level Experiments

Author

Listed:
  • David Sraer
  • David Thesmar

Abstract

We consider a dynamic economy populated by heterogeneous firms subject to generic capital frictions: adjustment costs, taxes and financing constraints. A random subset of firms in this economy receives an empirical "treatment", which modifies the parameters governing these frictions. An econometrician observes the firm-level response to this treatment, and wishes to calculate how macroeconomic outcomes would change if all firms in the economy were treated. Our paper proposes a simple methodology to estimate this aggregate counterfactual using firm-level evidence only. Our approach takes general equilibrium effects into account, requires neither a structural estimation nor a precise knowledge on the exact nature of the experiment and can be implemented using simple moments of the distribution of revenue-to-capital ratios. We provide a set of sufficient conditions under which these formulas are valid and investigate the robustness of our approach to multiple variations in the aggregation framework.

Suggested Citation

  • David Sraer & David Thesmar, 2018. "A Sufficient Statistics Approach for Aggregating Firm-Level Experiments," NBER Working Papers 24208, National Bureau of Economic Research, Inc.
    • Handle: RePEc:nbr:nberwo:24208
    Note: CF PR
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w24208.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Sylvain Catherine & Thomas Chaney & Zongbo Huang & David Sraer & David Thesmar, 2022. "Quantifying Reduced‐Form Evidence on Collateral Constraints," Journal of Finance, American Finance Association, vol. 77(4), pages 2143-2181, August.
    2. Giacinta Cestone & Chiara Fumagalli & Francis Kramarz & Giovanni Pica, 2024. "Exploiting Growth Opportunities: The Role of Internal Labour Markets," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(5), pages 2676-2716.
    3. Federico Cingano & Fadi Hassan, 2020. "International financial flows and misallocation," CEP Discussion Papers dp1697, Centre for Economic Performance, LSE.
    4. Chodorow-Reich, Gabriel, 2020. "Regional data in macroeconomics: Some advice for practitioners," Journal of Economic Dynamics and Control, Elsevier, vol. 115(C).
    5. Nathaniel Lane, 2020. "The New Empirics of Industrial Policy," Journal of Industry, Competition and Trade, Springer, vol. 20(2), pages 209-234, June.
    6. Emmanuel Dhyne & Ayumu Ken Kikkawa & Glenn Magerman, 2022. "Imperfect Competition in Firm-to-Firm Trade," Journal of the European Economic Association, European Economic Association, vol. 20(5), pages 1933-1970.
    7. Tiago Cavalcanti & Bruno Martins & Cezar Santos & Joseph Kaboski, 2018. "Dispersion in Financing Costs and Development," 2018 Meeting Papers 426, Society for Economic Dynamics.
    8. Bergquist, Lauren & Faber, Benjamin & Fally, Thibault & Hoelzlein, Matthias & Miguel, Edward & Rodríguez-Clare, Andres, 2022. "Scaling Agricultural Policy Interventions," CEPR Discussion Papers 17737, C.E.P.R. Discussion Papers.
    9. David Rodgers & Jonathan Hambur, 2018. "The GFC Investment Tax Break," RBA Research Discussion Papers rdp2018-07, Reserve Bank of Australia.
    10. Archawa Paweenawat & Robert Townsend, 2019. "The Impact of Regional Isolationism: Disentangling Real and Financial Factors," PIER Discussion Papers 109, Puey Ungphakorn Institute for Economic Research.
    11. Eduardo Dávila & Ansgar Walther, 2021. "Corrective Regulation with Imperfect Instruments," NBER Working Papers 29160, National Bureau of Economic Research, Inc.

    More about this item

    JEL classification:

    • E2 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment
    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • G0 - Financial Economics - - General
    • G3 - Financial Economics - - Corporate Finance and Governance
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:nbr:nberwo:24208. 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.

    We have no bibliographic references for this item. You can help adding them by using 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.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.