Text mining methodologies with R: An application to central bank texts
Author
Abstract
Suggested Citation
DOI: 10.1016/j.mlwa.2022.100286
Note: View the original document on HAL open archive server: https://hal-emse.ccsd.cnrs.fr/emse-03953759v1
Download full text from publisher
References listed on IDEAS
- Jonathan Benchimol & Sophia Kazinnik & Yossi Saadon, 2021. "Federal Reserve Communication and the COVID-19 Pandemic," Bank of Israel Working Papers 2021.15, Bank of Israel.
- Jonathan Benchimol & Sophia Kazinnik & Yossi Saadon, 2021.
"Federal Reserve Communication and the COVID-19 Pandemic,"
Bank of Israel Working Papers
2021.15, Bank of Israel.
- Jonathan Benchimol & Sophia Kazinnik & Yossi Saadon, 2025. "Federal Reserve Communication and the COVID-19 Pandemic," CAMA Working Papers 2025-38, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
- Stephen Hansen & Michael McMahon & Matthew Tong, 2019. "The long-run information effect of central bank communication," Bank of England working papers 777, Bank of England.
- Hansen, Stephen & McMahon, Michael, 2016.
"Shocking language: Understanding the macroeconomic effects of central bank communication,"
Journal of International Economics, Elsevier, vol. 99(S1), pages 114-133.
- Stephen Hansen & Michael McMahon, 2016. "Shocking Language: Understanding the Macroeconomic Effects of Central Bank Communication," NBER Chapters, in: NBER International Seminar on Macroeconomics 2015, National Bureau of Economic Research, Inc.
- Hansen, Stephen & McMahon, Michael, 2015. "Shocking language: Understanding the macroeconomic effects of central bank communication," The Warwick Economics Research Paper Series (TWERPS) 1098, University of Warwick, Department of Economics.
- Stephen Hansen & Michael McMahon, 2015. "Shocking Language: Understanding the macroeconomic effects of central bank communication," Discussion Papers 1537, Centre for Macroeconomics (CFM).
- Hansen, Stephen & McMahon, Michael, 2015. "Shocking language: Understanding the macroeconomic effects of central bank communication," Economic Research Papers 269727, University of Warwick - Department of Economics.
- McMahon, Michael & Hansen, Stephen, 2015. "Shocking language: Understanding the macroeconomic effects of central bank communication," CEPR Discussion Papers 11018, C.E.P.R. Discussion Papers.
- Stephen Hansen & Michael McMahon, 2016. "Shocking language: understanding the macroeconomic effects of central bank communication," CAMA Working Papers 2016-04, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
- Hansen, Stephen & McMahon, Michael, 2015. "Shocking language: Understanding the macroeconomic effects of central bank communication," CAGE Online Working Paper Series 258, Competitive Advantage in the Global Economy (CAGE).
- Hansen, Stephen & McMahon, Michael, 2015. "Shocking language: Understanding the macroeconomic effects of central bank communication," LSE Research Online Documents on Economics 86247, London School of Economics and Political Science, LSE Library.
- David Bholat & Stephen Hans & Pedro Santos & Cheryl Schonhardt-Bailey, 2015. "Text mining for central banks," Handbooks, Centre for Central Banking Studies, Bank of England, number 33, April.
- Hansen, Stephen & McMahon, Michael & Tong, Matthew, 2019.
"The long-run information effect of central bank communication,"
Journal of Monetary Economics, Elsevier, vol. 108(C), pages 185-202.
- McMahon, Michael & , & Tong, Matthew, 2019. "The Long-Run Information Effect of Central Bank Communication," CEPR Discussion Papers 13438, C.E.P.R. Discussion Papers.
- Hansen, Stephen & McMahon, Michael & Tong, Matthew, 2020. "The long-run information effect of central bank communication," Working Paper Series 2363, European Central Bank.
- Stephen Hansen & Michael McMahon & Matthew Tong, 2019. "The long-run information effect of central bank communication," Bank of England working papers 777, Bank of England.
- Saskia Ter Ellen & Vegard H. Larsen & Leif Anders Thorsrud, 2022.
"Narrative Monetary Policy Surprises and the Media,"
Journal of Money, Credit and Banking, Blackwell Publishing, vol. 54(5), pages 1525-1549, August.
- Saskia ter Ellen & Vegard H. Larsen & Leif Anders Thorsrud, 2019. "Narrative monetary policy surprises and the media," Working Papers No 06/2019, Centre for Applied Macro- and Petroleum economics (CAMP), BI Norwegian Business School.
- ter Ellen, Saskia & Larsen, Vegard H. & Thorsrud, Leif Anders, 2019. "Narrative monetary policy surprises and the media," Working Paper 2019/19, Norges Bank.
- Feinerer, Ingo & Hornik, Kurt & Meyer, David, 2008. "Text Mining Infrastructure in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i05).
- Michael Ehrmann & Marcel Fratzscher, 2007.
"Communication by Central Bank Committee Members: Different Strategies, Same Effectiveness?,"
Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(2‐3), pages 509-541, March.
- Michael Ehrmann & Marcel Fratzscher, 2007. "Communication by Central Bank Committee Members: Different Strategies, Same Effectiveness?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(2-3), pages 509-541, March.
- Laver, Michael & Benoit, Kenneth & Garry, John, 2003. "Extracting Policy Positions from Political Texts Using Words as Data," American Political Science Review, Cambridge University Press, vol. 97(2), pages 311-331, May.
- Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
- Bholat, David & Broughton, Nida & Ter Meer, Janna & Walczak, Eryk, 2019. "Enhancing central bank communications using simple and relatable information," Journal of Monetary Economics, Elsevier, vol. 108(C), pages 1-15.
- Scott Deerwester & Susan T. Dumais & George W. Furnas & Thomas K. Landauer & Richard Harshman, 1990. "Indexing by latent semantic analysis," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 41(6), pages 391-407, September.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Benchimol Jonathan & Caspi Itamar & Kazinnik Sophia, 2023.
"Measuring Communication Quality of Interest Rate Announcements,"
The Economists' Voice, De Gruyter, vol. 20(1), pages 43-53, June.
- Jonathan Benchimol & Itamar Caspi & Sophia Kazinnik, 2023. "Measuring communication quality of interest rate announcements," Post-Print emse-04624983, HAL.
- Jonathan Benchimol & Itamar Caspi & Sophia Kazinnik, 2025. "Measuring Communication Quality of Interest Rate Announcements," Papers 2506.09868, arXiv.org.
- Binbin Yang & Sang-Do Park, 2023. "Who Drives Carbon Neutrality in China? Text Mining and Network Analysis," Sustainability, MDPI, vol. 15(6), pages 1-24, March.
- Curti, Filippo & Kazinnik, Sophia, 2023. "Central bank communication and website characteristics," Journal of Economic Behavior & Organization, Elsevier, vol. 212(C), pages 1216-1241.
- Erkan Işığıçok & Sadullah Çelik & Dilek Özdemir Yılmaz, 2023. "Analysis of Skills and Qualifications Required in Data Scientist Job Postings Based on the Pareto Analysis Perspective Using Text Mining," EKOIST Journal of Econometrics and Statistics, Istanbul University, Faculty of Economics, vol. 0(39), pages 10-25, December.
- Dimitrios Kanelis & Pierre L. Siklos, 2022.
"Emotion in Euro Area Monetary Policy Communication and Bond Yields: The Draghi Era,"
CQE Working Papers
10322, Center for Quantitative Economics (CQE), University of Muenster.
- Dimitrios Kanelis & Pierre L. Siklos, 2022. "Emotion in Euro Area Monetary Policy Communication and Bond Yields: The Draghi Era," CAMA Working Papers 2022-75, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University, revised Jun 2024.
- Kurowski, Łukasz & Smaga, Paweł, 2023. "Analysing financial stability reports as crisis predictors with the use of text-mining," The Journal of Economic Asymmetries, Elsevier, vol. 28(C).
- Martina Dattilo & Fabio Padovano, 2023. "Evaluating the quality of UNESCO World Heritage List: a comparison with the Baedeker's guidebooks," Post-Print hal-04388046, HAL.
- Vyshnevskyi, Iegor & Jombo, Wytone & Sohn, Wook, 2024. "The clarity of monetary policy communication and financial market volatility in developing economies," Emerging Markets Review, Elsevier, vol. 59(C).
- Bogner Alexandra & Jerger Jürgen, 2023. "Big data in monetary policy analysis—a critical assessment," Economics and Business Review, Sciendo, vol. 9(2), pages 27-40, April.
- Martina Dattilo & Fabio Padovano, 2025. "Evaluating the quality of UNESCO World Heritage List: a comparison with the Baedeker’s guidebooks," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 49(1), pages 23-47, March.
- Yuqian Zhang, 2023. "Using Google Trends to track the global interest in International Financial Reporting Standards: Evidence from big data," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 30(2), pages 87-100, April.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- 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.
- Nicolò Fraccaroli & Alessandro Giovannini & Jean-François Jamet & Eric Persson, 2023.
"Central Banks in Parliaments: A Text Analysis of the Parliamentary Hearings of the Bank of England, the European Central Bank, and the Federal Reserve,"
International Journal of Central Banking, International Journal of Central Banking, vol. 19(2), pages 543-600, June.
- Fraccaroli, Nicolò & Giovannini, Alessandro & Jamet, Jean-Francois, 2020. "Central banks in parliaments: a text analysis of the parliamentary hearings of the Bank of England, the European Central Bank and the Federal Reserve," Working Paper Series 2442, European Central Bank.
- Jonne Lehtimäki & Marianne Palmu, 2022. "Who Should You Listen to in a Crisis? Differences in Communication of Central Bank Policymakers," Journal of Central Banking Theory and Practice, Central bank of Montenegro, vol. 11(3), pages 33-57.
- Curti, Filippo & Kazinnik, Sophia, 2023. "Central bank communication and website characteristics," Journal of Economic Behavior & Organization, Elsevier, vol. 212(C), pages 1216-1241.
- Baranowski, Paweł & Doryń, Wirginia & Łyziak, Tomasz & Stanisławska, Ewa, 2021. "Words and deeds in managing expectations: Empirical evidence from an inflation targeting economy," Economic Modelling, Elsevier, vol. 95(C), pages 49-67.
- Parle, Conor, 2022.
"The financial market impact of ECB monetary policy press conferences — A text based approach,"
European Journal of Political Economy, Elsevier, vol. 74(C).
- Parle, Conor, 2021. "The financial market impact of ECB monetary policy press conferences - a text based approach," Research Technical Papers 4/RT/21, Central Bank of Ireland.
- Giacomo Caterini, 2020. "La comunicazione della Banca Centrale dei Caraibi Orientali: un?analisi testuale (On the communication of the Eastern Caribbeans Central Bank: A textual analysis)," Moneta e Credito, Economia civile, vol. 73(289), pages 57-82.
- Michael Ehrmann & Sarah Holton & Danielle Kedan & Gillian Phelan, 2024.
"Monetary Policy Communication: Perspectives from Former Policymakers at the ECB,"
Journal of Money, Credit and Banking, Blackwell Publishing, vol. 56(4), pages 837-864, June.
- Ehrmann, Michael & Holton, Sarah & Kedan, Danielle & Phelan, Gillian, 2021. "Monetary policy communication: perspectives from former policy makers at the ECB," Working Paper Series 2627, European Central Bank.
- Ehrmann, Michael & Holton, Sarah & Kedan, Danielle & Phelan, Gillian, 2021. "Monetary Policy Communication: Perspectives from Former Policy Makers at the ECB," CEPR Discussion Papers 16816, C.E.P.R. Discussion Papers.
- Ehrmann, Michael & Holton, Sarah & Kedan, Danielle & Phelan, Gillian, 2022. "Monetary Policy Communication: Perspectives from Former Policy Makers at the ECB," Research Technical Papers 1/RT/22, Central Bank of Ireland.
- Moreno-Pérez, Carlos & Minozzo, Marco, 2024.
"‘Making text talk’: The minutes of the Central Bank of Brazil and the real economy,"
Journal of International Money and Finance, Elsevier, vol. 147(C).
- Carlos Moreno Pérez & Marco Minozzo, 2022. "“Making Text Talk”: The Minutes of the Central Bank of Brazil and the Real Economy," Working Papers 2240, Banco de España.
- Ying, Shan & Sheen, Jeffrey & Gu, Xin & Wang, Ben Zhe, 2025. "Does monetary policy uncertainty moderate the transmission of policy shocks to government bond yields?," Journal of International Money and Finance, Elsevier, vol. 154(C).
- Tim Munday & James Brookes, 2021. "Mark my words: the transmission of central bank communication to the general public via the print media," Bank of England working papers 944, Bank of England.
- Christopher S. Sutherland, 2020. "Forward Guidance and Expectation Formation: A Narrative Approach," Staff Working Papers 20-40, Bank of Canada.
- Antón Sarabia Arturo & Bazdresch Santiago & Lelo-de-Larrea Alejandra, 2023. "The Influence of Central Bank's Projections and Economic Narrative on Professional Forecasters' Expectations: Evidence from Mexico," Working Papers 2023-21, Banco de México.
- Leonardo N. Ferreira, 2021. "Forecasting with VAR-teXt and DFM-teXt Models:exploring the predictive power of central bank communication," Working Papers Series 559, Central Bank of Brazil, Research Department.
- Kurowski, Łukasz & Smaga, Paweł, 2023. "Analysing financial stability reports as crisis predictors with the use of text-mining," The Journal of Economic Asymmetries, Elsevier, vol. 28(C).
- Frankie Chau & Rataporn Deesomsak & Raja Shaikh, 2025. "Does Fed communication affect uncertainty and risk aversion?," Review of Quantitative Finance and Accounting, Springer, vol. 64(2), pages 713-756, February.
- Ahrens, Maximilian & Erdemlioglu, Deniz & McMahon, Michael & Neely, Christopher J. & Yang, Xiye, 2025.
"Mind your language: Market responses to central bank speeches,"
Journal of Econometrics, Elsevier, vol. 249(PC).
- Ahrens, Maximilian & Erdemlioglu, Deniz & Mcmahon, Michael & Neely, Christopher J & Yang, Xiye, 2023. "Mind Your Language: Market Responses to Central Bank Speeches," CEPR Discussion Papers 18191, C.E.P.R. Discussion Papers.
- Maximilian Ahrens & Deniz Erdemlioglu & Michael McMahon & Christopher J. Neely & Xiye Yang, 2023. "Mind Your Language: Market Responses to Central Bank Speeches," Working Papers 2023-013, Federal Reserve Bank of St. Louis, revised 28 Sep 2024.
- Schmeling, Maik & Wagner, Christian, 2019. "Does Central Bank Tone Move Asset Prices?," CEPR Discussion Papers 13490, C.E.P.R. Discussion Papers.
- Lin, Jianhao & Mei, Ziwei & Chen, Liangyuan & Zhu, Chuanqi, 2023. "Is the People's Bank of China consistent in words and deeds?," China Economic Review, Elsevier, vol. 78(C).
- Ilias Filippou & James Mitchell & My T. Nguyen, 2023. "The FOMC versus the Staff: Do Policymakers Add Value in Their Tales?," Working Papers 23-20, Federal Reserve Bank of Cleveland.
Corrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:hal:journl:emse-03953759. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.