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Identifying Monetary Policy Shocks: A Natural Language Approach

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  • Drechsel, Thomas
  • Aruoba, Boragan

Abstract

This paper proposes a novel method for the identification of monetary policy shocks. By applying natural language processing techniques to documents that staff economists at the Federal Reserve prepare for FOMC meetings, we capture the information set of the committee at the time of policy decisions. We verify econometrically that the language contains valuable information beyond what is incorporated in the staff's numerical forecasts. Using machine learning techniques, we then predict changes in the target interest rate conditional on the committee's information set and obtain a measure of monetary policy shocks as the residual. We find that the dynamic responses of macro variables to our identified shocks are consistent with the theoretical consensus.

Suggested Citation

  • Drechsel, Thomas & Aruoba, Boragan, 2022. "Identifying Monetary Policy Shocks: A Natural Language Approach," CEPR Discussion Papers 17133, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:17133
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    More about this item

    Keywords

    Monetary policy; Federal Reserve; Greenbook; Machine learning;
    All these keywords.

    JEL classification:

    • C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
    • E31 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Price Level; Inflation; Deflation
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies

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