Combining Proxies and Narrative Sign Restrictions: Revisiting the Effects of Technology Shocks

ABSTRACT This paper proposes a novel integration of the proxy structural vector autoregression approach with narrative sign restrictions to identify multiple shocks with multiple instrumental variables. We show that this combination leads to informative inferences on shock effects through both analytical demonstrations and Monte Carlo simulations. Applying this method to identify anticipated and unanticipated technology shocks, we find that anticipated shocks account for over 45% of stock price variation but only about 13% of total factor productivity (TFP) fluctuations. The majority of TFP variations are driven by unanticipated technology shocks and measurement errors.

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Publication Details

Journal
Journal of Applied Econometrics
Published
2025-05-08
DOI
https://doi.org/10.1002/jae.3129
Primary Topic
Market Dynamics and Volatility
Type
article
Field-Weighted Citation Impact
0.00

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article

Combining Proxies and Narrative Sign Restrictions: Revisiting the Effects of Technology Shocks

Ren Zhang, Yang Yang
1 links
Journal of Applied Econometrics
Market Dynamics and Volatility
article

Combining Proxies and Narrative Sign Restrictions: Revisiting the Effects of Technology Shocks

Ren Zhang, Yang Yang
article en

Abstract

ABSTRACT This paper proposes a novel integration of the proxy structural vector autoregression approach with narrative sign restrictions to identify multiple shocks with multiple instrumental variables. We show that this combination leads to informative inferences on shock effects through both analytical demonstrations and Monte Carlo simulations. Applying this method to identify anticipated and unanticipated technology shocks, we find that anticipated shocks account for over 45% of stock price variation but only about 13% of total factor productivity (TFP) fluctuations. The majority of TFP variations are driven by unanticipated technology shocks and measurement errors.

Journal of Applied EconometricsVol. 40(5)
Texas State University (US), Zhongnan University of Economics and Law (CN)
Southern Methodist University, National Natural Science Foundation of China
Decent work and economic growth
Openalex Percentile: Top 86%
Market Dynamics and Volatility
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Combining Proxies and Narrative Sign Restrictions: Revisiting the Effects of Technology Shocks — Ren Zhang, Yang Yang · Journal of Applied Econometrics (2025) | TGRS Research Map | TGRS