Local projection inference is simpler and more robust than you think

JL Montiel Olea, M Plagborg‐Møller - Econometrica, 2021 - Wiley Online Library
Applied macroeconomists often compute confidence intervals for impulse responses using
local projections, that is, direct linear regressions of future outcomes on current covariates …

The financial econometrics of price discovery and predictability

S Narayan, R Smyth - International Review of Financial Analysis, 2015 - Elsevier
This article reviews recent econometric developments in the literature on price discovery
and predictability. For both areas, we discuss traditional approaches to econometric …

On LASSO for predictive regression

JH Lee, Z Shi, Z Gao - Journal of Econometrics, 2022 - Elsevier
Explanatory variables in a predictive regression typically exhibit low signal strength and
various degrees of persistence. Variable selection in such a context is of great importance …

On confidence intervals for autoregressive roots and predictive regression

PCB Phillips - Econometrica, 2014 - Wiley Online Library
Local to unity limit theory is used in applications to construct confidence intervals (CIs) for
autoregressive roots through inversion of a unit root test (Stock (1991)). Such CIs are …

Penetrating sporadic return predictability

Y Tu, X Xie - Journal of Econometrics, 2023 - Elsevier
Return predictability has been one of the central research questions in finance for many
decades. This paper proposes a predictive regression with multiple structural changes to …

Predictive quantile regression with persistent covariates: IVX-QR approach

JH Lee - Journal of Econometrics, 2016 - Elsevier
This paper develops econometric methods for inference and prediction in quantile
regression (QR) allowing for persistent predictors. Conventional QR econometric techniques …

Halbert White Jr. memorial JFEC lecture: Pitfalls and possibilities in predictive regression

PCB Phillips - Journal of Financial Econometrics, 2015 - academic.oup.com
Financial theory and econometric methodology both struggle in formulating models that are
logically sound in reconciling short-run martingale behavior for financial assets with …

[HTML][HTML] Testing for episodic predictability in stock returns

M Demetrescu, I Georgiev, PMM Rodrigues… - Journal of …, 2022 - Elsevier
Standard tests based on predictive regressions estimated over the full available sample data
have tended to find little evidence of predictability in stock returns. Recent approaches …

Robust econometric inference with mixed integrated and mildly explosive regressors

PCB Phillips, JH Lee - Journal of Econometrics, 2016 - Elsevier
This paper explores in several prototypical models a convenient inference procedure for
nonstationary variable regression that enables robust chi-square testing for a wide class of …

Nonparametric predictive regression

I Kasparis, E Andreou, PCB Phillips - Journal of Econometrics, 2015 - Elsevier
A unifying framework for inference is developed in predictive regressions where the
predictor has unknown integration properties and may be stationary or nonstationary. Two …