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Reading between the lines - uncovering asymmetry in the central bank loss function

In: Statistics and beyond: new data for decision making in central banks

Author

Listed:
  • Markus Haavio
  • Joni Heikkinen
  • Pirkka Jalasjoki
  • Juha Kilponen
  • Maritta Paloviita
  • Ilona Vänni

Abstract

We depart from the common reaction function-based approach used to infer central bank preferences. Instead, we extract the tone from the textual information in the central bank communication using both a lexicon-based approach and a language model. We combine the tone with real-time information available to the monetary policy decision-maker and directly estimate the loss function. We find strong and robust evidence of asymmetry in the case of the European Central Bank during 1999-2021: the slope of the loss function was roughly three times steeper when inflation exceeded the target compared to when it was below the target. This represents a significant departure from the quadratic and symmetric monetary policy loss function typically applied in macro models.
(This abstract was borrowed from another version of this item.)

Suggested Citation

  • Markus Haavio & Joni Heikkinen & Pirkka Jalasjoki & Juha Kilponen & Maritta Paloviita & Ilona Vänni, 2026. "Reading between the lines - uncovering asymmetry in the central bank loss function," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Statistics and beyond: new data for decision making in central banks, volume 66, Bank for International Settlements.
  • Handle: RePEc:bis:bisifc:66-25
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    2. Haavio, Markus & Heikkinen, Joni & Jalasjoki, Pirkka & Kilponen, Juha & Paloviita, Maritta, 2025. "ECB's evolving communication and policy preferences since 2021 strategy review," Bank of Finland Research Discussion Papers 3/2025, Bank of Finland.
    3. Joni Heikkinen & Kari Heimonen, 2025. "Media Tone: The Role of News and Social Media on Heterogeneous Inflation Expectations," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 44(3), pages 881-921, April.

    More about this item

    JEL classification:

    • E31 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Price Level; Inflation; Deflation
    • 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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