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Clustered Local Projections for Time-Varying Models

Ana Maria Herrera, Elena Pesavento, Alessia Scudiero

arXiv 20 Apr 2026 · Econometrics

arXiv:2604.18778 · PDF · DOI · OpenAlex · Extracted main text

Abstract

We propose a clustered local projection (clustered LP) method to estimate impulse response functions in a class of time-varying models where parameter variation is linked to a low-dimensional matrix of observables. We show that the clustered LP recovers the conditional average response when the driving variables are exogenous and a weighted average of the conditional marginal effects when they are endogenous. We propose an iterative estimation method that first classifies the data using k-means, estimates impulse response functions via GMM, and evaluates differences across clustered LP estimates. Our Monte Carlo simulations illustrate the ability of clustered LP to approximate the conditional average response function. We employ our technique to examine how uncertainty influences the transmission of a contractionary monetary policy shock to the 5- and 10-year U.S. nominal Treasury yields. Our estimation results suggest macroeconomic and monetary policy uncertainty operate through complementary but distinct channels: the former primarily amplifies the risk compensation embedded in the term premium, while the latter governs the speed and persistence with which markets revise their expectations about the future rate path following a monetary policy shock.

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Most heavily cited references

The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.

ReferenceIntensityMentionsSectionsMain text
1Sílvia Gonçalves and Ana María Herrera and Lutz Kilian and Elena Pes… (2024) State-dependent local projections self0.9285380%
2Michal Kolesár and Mikkel Plagborg-Møller (2025) Dynamic Causal Effects in a Nonlinear World: the Good, the Bad, and the Ugly0.8746367%
3Tillman, Peter (2020) Monetary Policy Uncertainty and the Response of the Yield Curve to Policy Shocks0.87452100%
4Bauer, Michael D and Lakdawala, Aeimit and Mueller, Philippe (2021) Market-Based Monetary Policy Uncertainty0.73732100%
5Michiel De Pooter and Giovanni Favara and Michele Modugno and Jason Wu (2021) Monetary policy uncertainty and monetary policy surprises0.73732100%
6Rong Chen and Ruey S. Tsay (1993) Functional-Coefficient Autoregressive Models0.64422100%
7Atsushi Inoue and Barbara Rossi and Yiru Wang (2024) Local projections in unstable environments0.51121100%
8Ramey, V. A. and Zubairy, S (2018) Government spending multipliers in good times and in bad: Evidence from U.S. historical data0.51121100%
9Barnichon, Regis and Debortoli, Davide and Matthes, Christian (2022) Understanding the size of the government spending multiplier: It’s in the sign0.51121100%
10Bauer, Michael D. and Swanson, Eric T (2023) A Reassessment of Monetary Policy Surprises and High-Frequency Identification0.51121100%

Showing the top 10 of 31 scored citations.