ECB Council Members’ Objectives and Public Debt at Home – Evidence from an AI-Based Textual Analysis
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- Heinemann, Friedrich & Kemper, Jan, 2026. "ECB Council members' objectives and public debt at home: Evidence from an AI-based textual analysis," ZEW Discussion Papers 26-005, ZEW - Leibniz Centre for European Economic Research.
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- Kokoszczyński, Ryszard & Mackiewicz-Łyziak, Joanna, 2024. "Making monetary policy in Poland: Are Polish hawks and doves different?," European Journal of Political Economy, Elsevier, vol. 81(C).
- Michael D. Bordo & Mickey D. Levy, 2021. "Do enlarged fiscal deficits cause inflation? The historical record," Economic Affairs, Wiley Blackwell, vol. 41(1), pages 59-83, February.
- Fadda, Pietro & Hanifi, Rayane & Istrefi, Klodiana & Penalver, Adrian, 2025.
"Central bank communication of uncertainty,"
Journal of International Money and Finance, Elsevier, vol. 157(C).
- Fadda, Pietro & Hanifi, Rayane & Istrefi, Klodiana & Penalver, Adrian, 2022. "Central Bank Communication of Uncertainty," CEPR Discussion Papers 17728, C.E.P.R. Discussion Papers.
- Rayane Hanifi & Klodiana Istrefi & Adrian Penalver, 2022. "Central Bank Communication of Uncertainty," Working papers 898, Banque de France.
- Picault, Matthieu & Renault, Thomas, 2017.
"Words are not all created equal: A new measure of ECB communication,"
Journal of International Money and Finance, Elsevier, vol. 79(C), pages 136-156.
- Matthieu Picault & Thomas Renault, 2017. "Words are not all created equal: A new measure of ECB communication," Post-Print hal-03205121, HAL.
- Matthieu Picault & Thomas Renault, 2017. "Words are not all created equal: A new measure of ECB communication," Post-Print hal-03676646, HAL.
- Matthieu Picault & Thomas Renault, 2017. "Words are not all created equal: A new measure of ECB communication," Post-Print hal-03535202, HAL.
- Tarek A. Hassan & Stephan Hollander & Aakash Kalyani & Markus Schwedeler & Ahmed Tahoun & Laurence van Lent, 2024. "Text as Data in Economic Analysis," Working Papers 2024-022, Federal Reserve Bank of St. Louis, revised 11 Sep 2025.
- de Haan, J. & Eijffinger, Sylvester, 2016.
"The Politics of Central Bank Independence,"
Other publications TiSEM
54f2c3e3-46f2-4763-b1ac-b, Tilburg University, School of Economics and Management.
- de Haan, J. & Eijffinger, Sylvester, 2016. "The Politics of Central Bank Independence," Other publications TiSEM 34d07610-3844-4cf9-baa5-9, Tilburg University, School of Economics and Management.
- de Haan, J. & Eijffinger, Sylvester, 2016. "The Politics of Central Bank Independence," Discussion Paper 2016-047, Tilburg University, Center for Economic Research.
- Malmendier, Ulrike & Nagel, Stefan & Yan, Zhen, 2021.
"The making of hawks and doves,"
Journal of Monetary Economics, Elsevier, vol. 117(C), pages 19-42.
- Malmendier, Ulrike M. & Nagel, Stefan & Yan, Zhen, 2020. "The Making of Hawks and Doves," CEPR Discussion Papers 14938, C.E.P.R. Discussion Papers.
- Cukierman, Alex & Webb, Steven B & Neyapti, Bilin, 1992. "Measuring the Independence of Central Banks and Its Effect on Policy Outcomes," The World Bank Economic Review, World Bank, vol. 6(3), pages 353-398, September.
- Stephen Hansen & Michael McMahon & Andrea Prat, 2018.
"Transparency and Deliberation Within the FOMC: A Computational Linguistics Approach,"
The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 801-870.
- Stephen Eliot Hansen & Michael McMahon & Andrea Prat, 2014. "Transparency and deliberation within the FOMC: A computational linguistics approach," Economics Working Papers 1425, Department of Economics and Business, Universitat Pompeu Fabra.
- Andrea Prat & Michael McMahon & Stephen E. Hansen, 2015. "Transparency and Deliberation within the FOMC: a Computational Linguistics Approach," Working Papers 762, Barcelona School of Economics.
- Stephen Hansen & Michael McMahon & Andrea Prat, 2014. "Transparency and Deliberation within the FOMC: A Computational Linguistics Approach," CEP Discussion Papers dp1276, Centre for Economic Performance, LSE.
- Prat, Andrea & McMahon, Michael & Hansen, Stephen, 2014. "Transparency and Deliberation within the FOMC: a Computational Linguistics Approach," CEPR Discussion Papers 9994, C.E.P.R. Discussion Papers.
- Hansen, Stephen & McMahon, Michael & Prat, Andrea, 2014. "Transparency and deliberation within the FOMC: a computational linguistics approach," LSE Research Online Documents on Economics 60287, London School of Economics and Political Science, LSE Library.
- Hansen, Stephen & McMahon, Michael & Prat, Andrea, 2014. "Transparency and deliberation within the FOMC: a computational linguistics approach," LSE Research Online Documents on Economics 58072, London School of Economics and Political Science, LSE Library.
- Stephen Hansen & Michael McMahon & Andrea Prat, 2014. "Transparency and Deliberation within the FOMC: a Computational Linguistics Approach," Discussion Papers 1411, Centre for Macroeconomics (CFM).
- Dossche, Maarten & Slacalek, Jiri & Wolswijk, Guido, 2021. "Monetary policy and inequality," Economic Bulletin Articles, European Central Bank, vol. 2.
- Baumgärtner, Martin & Zahner, Johannes, 2025.
"Whatever it takes to understand a central banker — Embedding their words using neural networks,"
Journal of International Economics, Elsevier, vol. 157(C).
- Martin Baumgaertner & Johannes Zahner, 2021. "Whatever it takes to understand a central banker - Embedding their words using neural networks," MAGKS Papers on Economics 202130, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
- Baumgärtner, Martin & Zahner, Johannes, 2023. "Whatever it takes to understand a central banker: Embedding their words using neural networks," IMFS Working Paper Series 194, Goethe University Frankfurt, Institute for Monetary and Financial Stability (IMFS).
- Zahner, Johannes & Baumgärtner, Martin, 2022. "Whatever it Takes to Understand a Central Banker – Embedding their Words Using Neural Networks," VfS Annual Conference 2022 (Basel): Big Data in Economics 264019, Verein für Socialpolitik / German Economic Association.
- Hassan, Tarek A. & Hollander, Stephan & Kalyani, Aakash & van Lent, Laurence & Schwedeler, Markus & Tahoun, Ahmed, 2025. "Text as data in economic analysis," Other publications TiSEM 8f7d8978-0e88-4f8c-80f4-4, Tilburg University, School of Economics and Management.
- Thomas J. Sargent & Neil Wallace, 1984.
"Some Unpleasant Monetarist Arithmetic,"
Palgrave Macmillan Books, in: Brian Griffiths & Geoffrey E. Wood (ed.), Monetarism in the United Kingdom, pages 15-41,
Palgrave Macmillan.
- Thomas J. Sargent & Neil Wallace, 1981. "Some unpleasant monetarist arithmetic," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 5(Fall).
- Tarek A. Hassan & Stephan Hollander & Aakash Kalyani & Laurence van Lent & Markus Schwedeler & Ahmed Tahoun, 2025. "Text as Data in Economic Analysis," Journal of Economic Perspectives, American Economic Association, vol. 39(3), pages 193-220, Summer.
- Hamza Bennani & Matthias Neuenkirch, 2017.
"The (home) bias of European central bankers: new evidence based on speeches,"
Applied Economics, Taylor & Francis Journals, vol. 49(11), pages 1114-1131, March.
- Hamza Bennani & Matthias Neuenkirch, 2014. "The (Home) Bias of European Central Bankers: New Evidence Based on Speeches," Research Papers in Economics 2014-16, University of Trier, Department of Economics.
- Hamza Bennani & Matthias Neuenkirch, 2017. "The (Home) Bias of European Central Bankers: New Evidence Based on Speeches," Post-Print hal-01589264, HAL.
- Hamza Bennani & Matthias Neuenkirch, 2016. "The (Home) Bias of European Central Bankers: New Evidence Based on Speeches ," Post-Print hal-04206062, HAL.
- Apel Mikael & Grimaldi Marianna Blix, 2014. "How Informative Are Central Bank Minutes?," Review of Economics, De Gruyter, vol. 65(1), pages 53-76, April.
- Matthieu Picault & Thomas Renault, 2017. "Words are not all created equal: A new measure of ECB communication," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-03205121, HAL.
- Bohl, Martin T. & Kanelis, Dimitrios & Siklos, Pierre L., 2023. "Central bank mandates: How differences can influence the content and tone of central bank communication," Journal of International Money and Finance, Elsevier, vol. 130(C).
- Hamza Bennani & Matthias Neuenkirch, 2017.
"The (home) bias of European central bankers: new evidence based on speeches,"
Applied Economics, Taylor & Francis Journals, vol. 49(11), pages 1114-1131, March.
- Hamza Bennani & Matthias Neuenkirch, 2014. "The (Home) Bias of European Central Bankers: New Evidence Based on Speeches," Research Papers in Economics 2014-16, University of Trier, Department of Economics.
- Hamza Bennani & Matthias Neuenkirch, 2017. "The (Home) Bias of European Central Bankers: New Evidence Based on Speeches," Post-Print hal-01386054, HAL.
- Hamza Bennani & Matthias Neuenkirch, 2017. "The (Home) Bias of European Central Bankers: New Evidence Based on Speeches," Post-Print hal-01589264, HAL.
- Hinterlang, Natascha & Hollmayr, Josef, 2020. "Classification of monetary and fiscal dominance regimes using machine learning techniques," Discussion Papers 51/2020, Deutsche Bundesbank.
- Heinemann Friedrich & Kemper Jan, 2021. "The ECB Under the Threat of Fiscal Dominance – The Individual Central Banker Dimension," The Economists' Voice, De Gruyter, vol. 18(1), pages 5-30, December.
- de Haan, J. & Eijffinger, Sylvester, 2016.
"The Politics of Central Bank Independence,"
Discussion Paper
2016-047, Tilburg University, Center for Economic Research.
- Jakob de Haan & Sylvester Eijffinger, 2016. "The politics of central bank independence," DNB Working Papers 539, Netherlands Central Bank, Research Department.
- de Haan, J. & Eijffinger, Sylvester, 2016. "The Politics of Central Bank Independence," Other publications TiSEM 54f2c3e3-46f2-4763-b1ac-b, Tilburg University, School of Economics and Management.
- de Haan, J. & Eijffinger, Sylvester, 2016. "The Politics of Central Bank Independence," Other publications TiSEM 34d07610-3844-4cf9-baa5-9, Tilburg University, School of Economics and Management.
- David Howarth & Lucia Quaglia, 2014. "The Steep Road to European Banking Union: Constructing the Single Resolution Mechanism," Journal of Common Market Studies, Wiley Blackwell, vol. 52, pages 125-140, November.
- Adam Hale Shapiro & Daniel J Wilson, 2022.
"Taking the Fed at its Word: A New Approach to Estimating Central Bank Objectives using Text Analysis,"
The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(5), pages 2768-2805.
- Adam Hale Shapiro & Daniel J. Wilson, 2021. "Taking the Fed at its Word: A New Approach to Estimating Central Bank Objectives using Text Analysis," Working Paper Series 2019-2, Federal Reserve Bank of San Francisco.
- Gardner, Ben & Scotti, Chiara & Vega, Clara, 2022.
"Words speak as loudly as actions: Central bank communication and the response of equity prices to macroeconomic announcements,"
Journal of Econometrics, Elsevier, vol. 231(2), pages 387-409.
- Benjamin Gardner & Chiara Scotti & Clara Vega, 2021. "Words Speak as Loudly as Actions: Central Bank Communication and the Response of Equity Prices to Macroeconomic Announcements," Finance and Economics Discussion Series 2021-074, Board of Governors of the Federal Reserve System (U.S.).
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Keywords
; ; ; ;JEL classification:
- E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
- E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
- H63 - Public Economics - - National Budget, Deficit, and Debt - - - Debt; Debt Management; Sovereign Debt
NEP fields
This paper has been announced in the following NEP Reports:- NEP-CBA-2026-03-02 (Central Banking)
- NEP-EEC-2026-03-02 (European Economics)
- NEP-ENV-2026-03-02 (Environmental Economics)
- NEP-MON-2026-03-02 (Monetary Economics)
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