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State-Dependent Local Projections: Understanding Impulse Response Heterogeneity

Author

Listed:
  • James Cloyne
  • Òscar Jordà
  • Alan M. Taylor

Abstract

An impulse response is the dynamic average effect of an intervention across horizons. We use the well-known Kitagawa-Blinder-Oaxaca decomposition to explore a response’s heterogeneity over time and over states of the economy. This can be implemented with a simple extension to the usual local projection specification that nevertheless keeps the model linear in parameters. Using our new decomposition-based approach, we show how to unpack heterogeneity in the fiscal multiplier, an object that at any point in time may depend on a number of potentially correlated factors, including existing economic conditions and the monetary response. In our application, the fiscal multiplier varies considerably with monetary policy: it can be as small as zero, or as large as 2, depending on the degree of monetary offset.

Suggested Citation

  • James Cloyne & Òscar Jordà & Alan M. Taylor, 2023. "State-Dependent Local Projections: Understanding Impulse Response Heterogeneity," NBER Working Papers 30971, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:30971
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    Cited by:

    1. Jordà, Òscar & Nechio, Fernanda, 2023. "Inflation and wage growth since the pandemic," European Economic Review, Elsevier, vol. 156(C).
    2. Gonçalves, Sílvia & Herrera, Ana María & Kilian, Lutz & Pesavento, Elena, 2024. "State-dependent local projections," Journal of Econometrics, Elsevier, vol. 244(2).
    3. Juvenal, Luciana & Petrella, Ivan, 2024. "Unveiling the dance of commodity prices and the global financial cycle," Journal of International Economics, Elsevier, vol. 150(C).
    4. Òscar Jordà & Alan M. Taylor, 2024. "Local Projections," NBER Working Papers 32822, National Bureau of Economic Research, Inc.
    5. Alessandri, Piergiorgio & Jordà, Òscar & Venditti, Fabrizio, 2025. "Decomposing the monetary policy multiplier," Journal of Monetary Economics, Elsevier, vol. 152(C).
    6. Kumar, Abhishek & Mallick, Sushanta & Sinha, Apra, 2024. "Fiscal spillover in emerging economies: Real versus financial channels," Journal of International Money and Finance, Elsevier, vol. 149(C).
    7. Juvenal, Luciana & Petrella, Ivan, 2024. "Reprint of “Unveiling the dance of commodity prices and the global financial cycle”," Journal of International Economics, Elsevier, vol. 149(C).
    8. Adolfsen, Jakob Feveile & Ferrari Minesso, Massimo & Mork, Jente Esther & Van Robays, Ine, 2024. "Gas price shocks and euro area inflation," Journal of International Money and Finance, Elsevier, vol. 149(C).
    9. Schroeder, Christofer & Stracca, Livio, 2023. "Pollution havens? Carbon taxes, globalization, and the geography of emissions," Working Paper Series 2862, European Central Bank.
    10. Olegs Tkacevs & Karsten Staehr, 2025. "The effects of macroeconomic and budget balance shocks on public debt trajectories in the Euro area," Bank of Estonia Working Papers wp2025-08, Bank of Estonia, revised 22 Dec 2025.
    11. Nathan Goldstein & Ohad Raveh, 2024. "Looking up the sky: unidentified aerial phenomena and macroeconomic attention," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-25, December.
    12. Paranhos, Livia, 2025. "How do firms’ financial conditions influence the transmission of monetary policy? A non-parametric local projection approach," Journal of Econometrics, Elsevier, vol. 249(PC).
    13. Rodnyansky, A. & Timmer, Y. & Yago, N., 2023. "Intervening against the Fed," Cambridge Working Papers in Economics 2357, Faculty of Economics, University of Cambridge.
    14. Klieber, Karin & Coulombe, Philippe Goulet, 2025. "Opening the black box of local projections," Working Paper Series 3105, European Central Bank.
    15. Marinelli Gaston, 2025. "Global Dollar Shocks and Spillovers into EMDEs: The Channels of Commodity Prices and Country Risk," Asociación Argentina de Economía Política: Working Papers 4818, Asociación Argentina de Economía Política.
    16. Antoine, Bertille & Boldea, Otilia & Zaccaria, Niccolò, 2024. "Efficient two-sample instrumental variable estimators with change points and near-weak identification," Other publications TiSEM a546c23b-272e-4ba9-8b94-a, Tilburg University, School of Economics and Management.
    17. Òscar Jordà, 2025. "Comment on "Local Projections or VARs? A Primer for Macroeconomists" 2," NBER Chapters, in: NBER Macroeconomics Annual 2025, volume 40, National Bureau of Economic Research, Inc.
    18. Manabu Nose, 2025. "Determinants of Domestic Sovereign Bond Yields: Fiscal Policy and the Sovereign–Bank Nexus in Emerging Market and Developing Economies," Keio-IES Discussion Paper Series DP2025-022, Institute for Economics Studies, Keio University.
    19. De Sanctis, Alessandro & Kapp, Daniel & Vinci, Francesca & Wojciechowski, Robert, 2025. "Unlocking growth? EU investment programmes and firm performance," Working Paper Series 3099, European Central Bank.
    20. Checherita-Westphal, Cristina & Pesso, Tom, 2024. "Fiscal policy and inflation: accounting for non-linearities in government debt," Working Paper Series 2996, European Central Bank.
    21. repec:ecb:ecbdps:202426 is not listed on IDEAS
    22. Philippe Goulet Coulombe & Karin Klieber, 2025. "Opening the Black Box of Local Projections," Papers 2505.12422, arXiv.org, revised Jul 2025.
    23. NAKAJIMA, Jouchi, 2025. "Time-varying Local Projections with Stochastic Volatility," Discussion Paper Series 761, Institute of Economic Research, Hitotsubashi University.
    24. Shah, Syed Sadaqat Ali & Wu, Kai, 2025. "How effective are green spending multipliers? Eco-friendly vs non-eco-friendly spending in OECD economies," Energy Policy, Elsevier, vol. 204(C).
    25. Hoyos, Mateo & Stellian, Rémi, 2025. "Dynamic trade elasticities and comparative advantages: Evidence from a PTA," OSF Preprints tr6e3_v1, Center for Open Science.

    More about this item

    JEL classification:

    • C54 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Quantitative Policy Modeling
    • C99 - Mathematical and Quantitative Methods - - Design of Experiments - - - Other
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • E62 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - Fiscal Policy; Modern Monetary Theory
    • H20 - Public Economics - - Taxation, Subsidies, and Revenue - - - General
    • H5 - Public Economics - - National Government Expenditures and Related Policies

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