IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2601.01622.html

When and Why State-Dependent Local Projections Work

Author

Listed:
  • Valentin Winkler

Abstract

This paper studies state-dependent local projections (LPs). First, I establish a general characterization of their estimand: under minimal assumptions, state-dependent LPs recover weighted averages of causal effects. This holds for essentially all specifications used in practice. Second, I show that state-dependent LPs and VARs target different estimands and propose a simple VAR-based estimator whose probability limit equals the LP estimand. Third, in instrumental variable (LP-IV) settings, state-dependent weighting can generate nonzero interaction terms, even when the effects are not state-dependent. Overall, this paper shows how to correctly interpret state-dependent LPs, clarifying their connection to VARs and highlighting a key source of LP-IV misinterpretation.

Suggested Citation

  • Valentin Winkler, 2026. "When and Why State-Dependent Local Projections Work," Papers 2601.01622, arXiv.org.
  • Handle: RePEc:arx:papers:2601.01622
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2601.01622
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. El-Shagi, Makram & Schweinitz, Gregor von, 2021. "Fiscal policy and fiscal fragility: Empirical evidence from the OECD," Journal of International Money and Finance, Elsevier, vol. 115(C).
    2. Ghassibe, Mishel & Zanetti, Francesco, 2022. "State dependence of fiscal multipliers: the source of fluctuations matters," Journal of Monetary Economics, Elsevier, vol. 132(C), pages 1-23.
    3. Mehdi El Herradi & Aurélien Leroy, 2021. "Monetary Policy and the Top 1%: Evidence from a Century of Modern Economic History," Post-Print hal-03513433, HAL.
    4. Cloyne, James & Jordà , Òscar & Taylor, Alan M., 2023. "State-Dependent Local Projections: Understanding Impulse Response Heterogeneity," CEPR Discussion Papers 17903, C.E.P.R. Discussion Papers.
    5. Lastauskas, Povilas & Stakėnas, Julius, 2020. "Labor market reforms and the monetary policy environment," European Economic Review, Elsevier, vol. 128(C).
    6. Sheremirov, Viacheslav & Spirovska, Sandra, 2022. "Fiscal multipliers in advanced and developing countries: Evidence from military spending," Journal of Public Economics, Elsevier, vol. 208(C).
    7. Choi, Sangyup & Shin, Junhyeok & Yoo, Seung Yong, 2022. "Are government spending shocks inflationary at the zero lower bound? New evidence from daily data," Journal of Economic Dynamics and Control, Elsevier, vol. 139(C).
    8. Santoro, Emiliano & Petrella, Ivan & Pfajfar, Damjan & Gaffeo, Edoardo, 2014. "Loss aversion and the asymmetric transmission of monetary policy," Journal of Monetary Economics, Elsevier, vol. 68(C), pages 19-36.
    9. Bruno Albuquerque, 2019. "One Size Fits All? Monetary Policy and Asymmetric Household Debt Cycles in U.S. States," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 51(5), pages 1309-1353, August.
    10. Silvana Tenreyro & Gregory Thwaites, 2016. "Pushing on a String: US Monetary Policy Is Less Powerful in Recessions," American Economic Journal: Macroeconomics, American Economic Association, vol. 8(4), pages 43-74, October.
    11. Òscar Jordà, 2005. "Estimation and Inference of Impulse Responses by Local Projections," American Economic Review, American Economic Association, vol. 95(1), pages 161-182, March.
    12. Marco Bernardini & Gert Peersman, 2018. "Private debt overhang and the government spending multiplier: Evidence for the United States," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 33(4), pages 485-508, June.
    13. Jordà, Òscar & Schularick, Moritz & Taylor, Alan M., 2020. "The effects of quasi-random monetary experiments," Journal of Monetary Economics, Elsevier, vol. 112(C), pages 22-40.
    14. Valerie A. Ramey & Sarah Zubairy, 2018. "Government Spending Multipliers in Good Times and in Bad: Evidence from US Historical Data," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 850-901.
    15. Auer, Simone & Bernardini, Marco & Cecioni, Martina, 2021. "Corporate leverage and monetary policy effectiveness in the euro area," European Economic Review, Elsevier, vol. 140(C).
    16. Imbens, Guido W & Angrist, Joshua D, 1994. "Identification and Estimation of Local Average Treatment Effects," Econometrica, Econometric Society, vol. 62(2), pages 467-475, March.
    17. Liu, Yang, 2023. "Government debt and risk premia," Journal of Monetary Economics, Elsevier, vol. 136(C), pages 18-34.
    18. William A. Brock & Leonard J. Mirman, 2001. "Optimal Economic Growth And Uncertainty: The Discounted Case," Chapters, in: W. D. Dechert (ed.), Growth Theory, Nonlinear Dynamics and Economic Modelling, chapter 1, pages 3-37, Edward Elgar Publishing.
    19. 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.
    20. Riera-Crichton, Daniel & Vegh, Carlos A. & Vuletin, Guillermo, 2015. "Procyclical and countercyclical fiscal multipliers: Evidence from OECD countries," Journal of International Money and Finance, Elsevier, vol. 52(C), pages 15-31.
    21. Klein, Mathias & Polattimur, Hamza & Winkler, Roland, 2022. "Fiscal spending multipliers over the household leverage cycle," European Economic Review, Elsevier, vol. 141(C).
    22. Wataru Miyamoto & Thuy Lan Nguyen & Dmitriy Sergeyev, 2018. "Government Spending Multipliers under the Zero Lower Bound: Evidence from Japan," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(3), pages 247-277, July.
    23. Christina D. Romer & David H. Romer, 2004. "A New Measure of Monetary Shocks: Derivation and Implications," American Economic Review, American Economic Association, vol. 94(4), pages 1055-1084, September.
    24. Mario Alloza, 2022. "Is Fiscal Policy More Effective During Recessions?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 63(3), pages 1271-1292, August.
    25. Mathias Klein & Roland Winkler, 2021. "The government spending multiplier at the zero lower bound: International evidence from historical data," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 36(6), pages 744-759, September.
    26. Marco Bernardini & Selien De Schryder & Gert Peersman, 2020. "Heterogeneous Government Spending Multipliers in the Era Surrounding the Great Recession," The Review of Economics and Statistics, MIT Press, vol. 102(2), pages 304-322, May.
    27. Mehdi El Herradi & Aurélien Leroy, 2021. "Monetary Policy and the Top 1%: Evidence from a Century of Modern Economic History," International Journal of Central Banking, International Journal of Central Banking, vol. 17(71), pages 1-41, December.
    28. Eminidou, Snezana & Geiger, Martin & Zachariadis, Marios, 2023. "Public debt and state-dependent effects of fiscal policy in the euro area," Journal of International Money and Finance, Elsevier, vol. 130(C).
    29. Nadav Ben Zeev & Valerie A. Ramey & Sarah Zubairy, 2023. "Do Government Spending Multipliers Depend on the Sign of the Shock?," AEA Papers and Proceedings, American Economic Association, vol. 113, pages 382-387, May.
    30. Sheng, Xuguang Simon & Sukaj, Rubena, 2021. "Identifying external debt shocks in low- and middle-income countries," Journal of International Money and Finance, Elsevier, vol. 110(C).
    31. Alan J. Auerbach & Yuriy Gorodnichenko, 2013. "Corrigendum: Measuring the Output Responses to Fiscal Policy," American Economic Journal: Economic Policy, American Economic Association, vol. 5(3), pages 320-322, August.
    32. Demirel, Ufuk Devrim, 2021. "The short-term effects of tax changes: The role of state dependence," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 918-934.
    33. Mikkel Plagborg‐Møller & Christian K. Wolf, 2021. "Local Projections and VARs Estimate the Same Impulse Responses," Econometrica, Econometric Society, vol. 89(2), pages 955-980, March.
    34. Loipersberger, Florian & Matschke, Johannes, 2022. "Financial cycles and domestic policy choices," European Economic Review, Elsevier, vol. 143(C).
    35. Jakob de Haan & Rasmus Wiese, 2022. "The impact of product and labour market reform on growth: Evidence for OECD countries based on local projections," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(4), pages 746-770, June.
    36. Boehm, Christoph E., 2020. "Government consumption and investment: Does the composition of purchases affect the multiplier?," Journal of Monetary Economics, Elsevier, vol. 115(C), pages 80-93.
    37. Albrizio, Silvia & Choi, Sangyup & Furceri, Davide & Yoon, Chansik, 2020. "International bank lending channel of monetary policy," Journal of International Money and Finance, Elsevier, vol. 102(C).
    38. Furceri, Davide & Loungani, Prakash & Zdzienicka, Aleksandra, 2018. "The effects of monetary policy shocks on inequality," Journal of International Money and Finance, Elsevier, vol. 85(C), pages 168-186.
    39. Alpanda, Sami & Granziera, Eleonora & Zubairy, Sarah, 2021. "State dependence of monetary policy across business, credit and interest rate cycles," European Economic Review, Elsevier, vol. 140(C).
    40. Peter Tillmann, 2020. "Monetary Policy Uncertainty and the Response of the Yield Curve to Policy Shocks," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 52(4), pages 803-833, June.
    41. Falck, E. & Hoffmann, M. & Hürtgen, P., 2021. "Disagreement about inflation expectations and monetary policy transmission," Journal of Monetary Economics, Elsevier, vol. 118(C), pages 15-31.
    42. Liu, Siming, 2022. "Government spending during sudden stop crises," Journal of International Economics, Elsevier, vol. 135(C).
    43. Òscar Jordà & Alan M. Taylor, 2016. "The Time for Austerity: Estimating the Average Treatment Effect of Fiscal Policy," Economic Journal, Royal Economic Society, vol. 126(590), pages 219-255, February.
    44. Yitzhaki, Shlomo, 1996. "On Using Linear Regressions in Welfare Economics," Journal of Business & Economic Statistics, American Statistical Association, vol. 14(4), pages 478-486, October.
    45. Biolsi, Christopher, 2017. "Nonlinear effects of fiscal policy over the business cycle," Journal of Economic Dynamics and Control, Elsevier, vol. 78(C), pages 54-87.
    46. Matteo Cacciatore & Federico Ravenna, 2021. "Uncertainty, Wages and the Business Cycle," The Economic Journal, Royal Economic Society, vol. 131(639), pages 2797-2823.
    47. Joshua D. Angrist & Kathryn Graddy & Guido W. Imbens, 2000. "The Interpretation of Instrumental Variables Estimators in Simultaneous Equations Models with an Application to the Demand for Fish," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(3), pages 499-527.
    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. Gonçalves, Sílvia & Herrera, Ana María & Kilian, Lutz & Pesavento, Elena, 2024. "State-dependent local projections," Journal of Econometrics, Elsevier, vol. 244(2).
    2. Cloyne, James & Jordà , Òscar & Taylor, Alan M., 2023. "State-Dependent Local Projections: Understanding Impulse Response Heterogeneity," CEPR Discussion Papers 17903, C.E.P.R. Discussion Papers.
    3. Fernández Romero, Daniel, 2025. "The fiscal multiplier in presence of unconventional monetary policy: Evidence for 17 OECD countries," Economic Modelling, Elsevier, vol. 147(C).
    4. Mishel Ghassibe, 2024. "Endogenous Production Networks and Non-Linear Monetary Transmission," Working Papers 1449, Barcelona School of Economics.
    5. James Cloyne & Òscar Jordà & Alan M. Taylor, 2020. "Decomposing the Fiscal Multiplier," Working Paper Series 2020-12, Federal Reserve Bank of San Francisco.
    6. Haug, Alfred A. & Sznajderska, Anna, 2024. "Government spending multipliers: Is there a difference between government consumption and investment purchases?," Journal of Macroeconomics, Elsevier, vol. 79(C).
    7. Klieber, Karin & Coulombe, Philippe Goulet, 2025. "Opening the black box of local projections," Working Paper Series 3105, European Central Bank.
    8. Jordà, Òscar & Schularick, Moritz & Taylor, Alan M., 2020. "The effects of quasi-random monetary experiments," Journal of Monetary Economics, Elsevier, vol. 112(C), pages 22-40.
    9. Choi, Sangyup & Shin, Junhyeok, 2023. "Household indebtedness and the macroeconomic effects of tax changes," Journal of Economic Behavior & Organization, Elsevier, vol. 209(C), pages 22-52.
    10. Òscar Jordà & Alan M. Taylor, 2024. "Local Projections," NBER Working Papers 32822, National Bureau of Economic Research, Inc.
    11. Philippe Goulet Coulombe & Karin Klieber, 2025. "Opening the Black Box of Local Projections," Papers 2505.12422, arXiv.org, revised Jul 2025.
    12. Goemans, Pascal, 2023. "The impact of public consumption and investment in the euro area during periods of high and normal uncertainty," Economic Modelling, Elsevier, vol. 126(C).
    13. Max Breitenlechner & Martin Geiger & Mathias Klein, 2024. "The Fiscal Channel of Monetary Policy," Working Papers 2024-07, Faculty of Economics and Statistics, Universität Innsbruck.
    14. Holm-Hadulla, Fédéric & Pool, Sebastiaan, 2025. "Interest rate control and the transmission of monetary policy," Working Paper Series 3048, European Central Bank.
    15. De Santis, Roberto A. & Tornese, Tommaso, 2024. "US monetary policy is more powerful in low economic growth regimes," Working Paper Series 2919, European Central Bank.
    16. Giovanna Ciaffi & Matteo Deleidi & Michele Capriati, 2024. "Government spending, multipliers, and public debt sustainability: an empirical assessment for OECD countries," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 41(2), pages 521-542, July.
    17. Forni, Mario & Debortoli, Davide & Gambetti, Luca & Sala, Luca, 2020. "Asymmetric Effects of Monetary Policy Easing and Tightening," CEPR Discussion Papers 15005, C.E.P.R. Discussion Papers.
    18. Marco Amendola & Marcelo C. Pereira, 2026. "Are fiscal multipliers state-dependent? Insights from an agent-based model," Journal of Evolutionary Economics, Springer, vol. 36(1), pages 1-34, April.
    19. Martin Geiger & Marios Zachariadis, 2019. "Assessing Expectations as a Monetary/Fiscal State-Dependent Phenomenon," University of Cyprus Working Papers in Economics 01-2019, University of Cyprus Department of Economics.
    20. Alves, José & Jalles, João Tovar & Menescal, Lucas, 2025. "When austerity pays off: fiscal consolidations and public sector efficiency in emerging markets," Journal of International Money and Finance, Elsevier, vol. 157(C).

    More about this item

    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:arx:papers:2601.01622. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    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.