A novel content-based approach to measuring monetary policy uncertainty using fine-tuned LLMs
Author
Abstract
Suggested Citation
DOI: 10.1016/j.frl.2025.106832
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Caldara, Dario & Iacoviello, Matteo & Molligo, Patrick & Prestipino, Andrea & Raffo, Andrea, 2020.
"The economic effects of trade policy uncertainty,"
Journal of Monetary Economics, Elsevier, vol. 109(C), pages 38-59.
- Dario Caldara & Matteo Iacoviello & Patrick Molligo & Andrea Prestipino & Andrea Raffo, 2019. "The Economic Effects of Trade Policy Uncertainty," International Finance Discussion Papers 1256, Board of Governors of the Federal Reserve System (U.S.).
- Lastauskas, Povilas & Nguyen, Anh Dinh Minh, 2023.
"Global impacts of US monetary policy uncertainty shocks,"
Journal of International Economics, Elsevier, vol. 145(C).
- Povilas Lastauskas & Anh Dinh Minh Nguyen, 2020. "Global Impacts of US Monetary Policy Uncertainty Shocks," Bank of Lithuania Working Paper Series 84, Bank of Lithuania.
- Lastauskas, Povilas & Nguyen, Anh Dinh Minh, 2021. "Global impacts of US monetary policy uncertainty shocks," Working Paper Series 2513, European Central Bank.
- Husted, Lucas & Rogers, John & Sun, Bo, 2020.
"Monetary policy uncertainty,"
Journal of Monetary Economics, Elsevier, vol. 115(C), pages 20-36.
- Lucas F. Husted & John H. Rogers & Bo Sun, 2017. "Monetary Policy Uncertainty," International Finance Discussion Papers 1215, Board of Governors of the Federal Reserve System (U.S.).
- Dario Caldara & Matteo Iacoviello, 2022.
"Measuring Geopolitical Risk,"
American Economic Review, American Economic Association, vol. 112(4), pages 1194-1225, April.
- Dario Caldara & Matteo Iacoviello, 2018. "Measuring Geopolitical Risk," International Finance Discussion Papers 1222r1, Board of Governors of the Federal Reserve System (U.S.), revised 23 Mar 2022.
- Matteo Iacoviello, 2018. "Measuring Geopolitical Risk," 2018 Meeting Papers 79, Society for Economic Dynamics.
- Helder Ferreira de Mendonça & José Simão Filho, 2007. "Economic transparency and effectiveness of monetary policy," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 34(6), pages 497-514, November.
- Michael Woodford, 2005.
"Central bank communication and policy effectiveness,"
Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, issue Aug, pages 399-474.
- Michael Woodford, 2005. "Central Bank Communication and Policy Effectiveness," NBER Working Papers 11898, National Bureau of Economic Research, Inc.
- Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016.
"Measuring Economic Policy Uncertainty,"
The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
- Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2015. "Measuring Economic Policy Uncertainty," Economics Working Papers 15111, Hoover Institution, Stanford University.
- Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2015. "Measuring Economic Policy Uncertainty," NBER Working Papers 21633, National Bureau of Economic Research, Inc.
- Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2015. "Measuring Economic Policy Uncertainty," CEP Discussion Papers dp1379, Centre for Economic Performance, LSE.
- Baker, Scott R. & Bloom, Nicholas & Davis, Steven J., 2015. "Measuring economic policy uncertainty," LSE Research Online Documents on Economics 64986, London School of Economics and Political Science, LSE Library.
- Davis, Steven & Bloom, Nicholas & Baker, Scott, 2015. "Measuring Economic Policy Uncertainty," CEPR Discussion Papers 10900, C.E.P.R. Discussion Papers.
- Mr. Gee Hee Hong & Shikun (Barry) Ke & Anh D. M. Nguyen, 2024. "The Economic Impact of Fiscal Policy Uncertainty: Evidence from a New Cross-Country Database," IMF Working Papers 2024/209, International Monetary Fund.
- Hites Ahir & Nicholas Bloom & Davide Furceri, 2022.
"The world uncertainty index,"
CEP Discussion Papers
dp1842, Centre for Economic Performance, LSE.
- Hites Ahir & Nicholas Bloom & Davide Furceri, 2022. "The world uncertainty index," POID Working Papers 031, Centre for Economic Performance, LSE.
- Hites Ahir & Nicholas Bloom & Davide Furceri, 2022. "The world uncertainty index," POID Working Papers 062, Centre for Economic Performance, LSE.
- Ahir, Hites & Bloom, Nicholas & Furceri, Davide, 2022. "The world uncertainty index," LSE Research Online Documents on Economics 117833, London School of Economics and Political Science, LSE Library.
- Hites Ahir & Nicholas Bloom & Davide Furceri, 2022. "The World Uncertainty Index," NBER Working Papers 29763, National Bureau of Economic Research, Inc.
- Arbatli Saxegaard, Elif C. & Davis, Steven J. & Ito, Arata & Miake, Naoko, 2022.
"Policy uncertainty in Japan,"
Journal of the Japanese and International Economies, Elsevier, vol. 64(C).
- Elif C. Arbatli & Steven J. Davis & Arata Ito & Naoko Miake, 2017. "Policy Uncertainty In Japan," NBER Working Papers 23411, National Bureau of Economic Research, Inc.
- Ms. Elif C Arbatli Saxegaard & Steven J Davis & Arata Ito & Naoko Miake & Ikuo Saito, 2017. "Policy Uncertainty in Japan," IMF Working Papers 2017/128, International Monetary Fund.
- Smales, Lee A., 2023. "Classification of RBA monetary policy announcements using ChatGPT," Finance Research Letters, Elsevier, vol. 58(PC).
- Scott R. Baker & Nicholas Bloom & Steven J. Davis & Kyle J. Kost, 2019. "Policy News and Stock Market Volatility," NBER Working Papers 25720, National Bureau of Economic Research, Inc.
- Francesco Audrino & Jessica Gentner & Simon Stalder, 2024.
"Quantifying uncertainty: a new era of measurement through large language models,"
Working Papers
2024-12, Swiss National Bank.
- Francesco Audrino & Jessica Gentner & Simon Stalder, 2024. "Quantifying Uncertainty: A New Era of Measurement through Large Language Models," Swiss Finance Institute Research Paper Series 24-68, Swiss Finance Institute.
- Alonso-Robisco, Andres & Carbó, José Manuel, 2023.
"Analysis of CBDC narrative by central banks using large language models,"
Finance Research Letters, Elsevier, vol. 58(PC).
- Andres Alonso-Robisco & Jose Manuel Carbo, 2023. "Analysis of CBDC Narrative OF Central Banks using Large Language Models," Working Papers 2321, Banco de España.
- Helder Ferreira de Mendonça & José Simão Filho, 2007. "Economic transparency and effectiveness of monetary policy," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 34(6), pages 497-514, November.
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.- Arata ITO & Masahiro SATO & Rui OTA, 2024. "Content-based Metric on Monetary Policy Uncertainty by Using Large Language Models," Discussion papers 24080, Research Institute of Economy, Trade and Industry (RIETI).
- Ioannis Dokas & Georgios Oikonomou & Minas Panagiotidis & Eleftherios Spyromitros, 2023. "Macroeconomic and Uncertainty Shocks’ Effects on Energy Prices: A Comprehensive Literature Review," Energies, MDPI, vol. 16(3), pages 1-35, February.
- Chiang, Thomas C., 2021. "Spillovers of U.S. market volatility and monetary policy uncertainty to global stock markets," The North American Journal of Economics and Finance, Elsevier, vol. 58(C).
- Danilo Cascaldi-Garcia & Cisil Sarisoy & Juan M. Londono & Bo Sun & Deepa D. Datta & Thiago Ferreira & Olesya Grishchenko & Mohammad R. Jahan-Parvar & Francesca Loria & Sai Ma & Marius Rodriguez & Ilk, 2023.
"What Is Certain about Uncertainty?,"
Journal of Economic Literature, American Economic Association, vol. 61(2), pages 624-654, June.
- Danilo Cascaldi-Garcia & Deepa Dhume Datta & Thiago Revil T. Ferreira & Olesya V. Grishchenko & Mohammad R. Jahan-Parvar & Juan M. Londono & Francesca Loria & Sai Ma & Marius del Giudice Rodriguez & J, 2020. "What is Certain about Uncertainty?," International Finance Discussion Papers 1294, Board of Governors of the Federal Reserve System (U.S.).
- Jiang, Fuwei & Liu, Hongkui & Yu, Jiasheng & Zhang, Huajing, 2023. "International stock return predictability: The role of U.S. uncertainty spillover," Pacific-Basin Finance Journal, Elsevier, vol. 82(C).
- Arbatli Saxegaard, Elif C. & Davis, Steven J. & Ito, Arata & Miake, Naoko, 2022.
"Policy uncertainty in Japan,"
Journal of the Japanese and International Economies, Elsevier, vol. 64(C).
- Elif C. Arbatli & Steven J. Davis & Arata Ito & Naoko Miake, 2017. "Policy Uncertainty In Japan," NBER Working Papers 23411, National Bureau of Economic Research, Inc.
- Ms. Elif C Arbatli Saxegaard & Steven J Davis & Arata Ito & Naoko Miake & Ikuo Saito, 2017. "Policy Uncertainty in Japan," IMF Working Papers 2017/128, International Monetary Fund.
- Nonejad, Nima, 2022. "Predicting equity premium out-of-sample by conditioning on newspaper-based uncertainty measures: A comparative study," International Review of Financial Analysis, Elsevier, vol. 83(C).
- Gu, Xin & Zhu, Zixiang & Yu, Minli, 2021. "The macro effects of GPR and EPU indexes over the global oil market—Are the two types of uncertainty shock alike?," Energy Economics, Elsevier, vol. 100(C).
- Efrem Castelnuovo, 2022. "Uncertainty Before and During COVID-19: A Survey," "Marco Fanno" Working Papers 0279, Dipartimento di Scienze Economiche "Marco Fanno".
- Massimo Ferrari Minesso & Frederik Kurcz & Maria Sole Pagliari, 2022.
"Do words hurt more than actions? The impact of trade tensions on financial markets,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(6), pages 1138-1159, September.
- Ferrari Minesso, Massimo & Pagliari, Maria Sole & Kurcz, Frederik, 2020. "Do words hurt more than actions? The impact of trade tensions on financial markets," Working Paper Series 2490, European Central Bank.
- Massimo Ferrari & Frederik Kurcz & Maria Sole Pagliari, 2021. "Do Words Hurt More Than Actions? The Impact of Trade Tensions on Financial Markets," Working papers 802, Banque de France.
- Stolbov, Mikhail & Shchepeleva, Maria, 2022. "Modeling global real economic activity: Evidence from variable selection across quantiles," The Journal of Economic Asymmetries, Elsevier, vol. 25(C).
- Baker, Scott R. & Davis, Steven J. & Levy, Jeffrey A., 2022.
"State-level economic policy uncertainty,"
Journal of Monetary Economics, Elsevier, vol. 132(C), pages 81-99.
- Scott R. Baker & Steven J. Davis & Jeffrey A. Levy, 2022. "State-Level Economic Policy Uncertainty," NBER Working Papers 29714, National Bureau of Economic Research, Inc.
- Baker, Scott R. & Davis, Steven J. & Levy, Jeffrey A., 2022. "State-Level Economic Policy Uncertainty," IZA Discussion Papers 15156, Institute of Labor Economics (IZA).
- Wang, Yonglian & Wang, Lijun & Pan, Changchun & Hong, Songzhi, 2022. "Economic policy uncertainty and price pass-through effect of exchange rate in China," Pacific-Basin Finance Journal, Elsevier, vol. 75(C).
- Ben Cheikh, Nidhaleddine & Ben Zaied, Younes & Ben Ameur, Hachmi, 2023. "Recent developments in exchange rate pass-through: What have we learned from uncertain times?," Journal of International Money and Finance, Elsevier, vol. 131(C).
- Si, Deng-Kui & Zhuang, Jiali & Ge, Xinyu & Yu, Yong, 2024. "The nexus between trade policy uncertainty and corporate financialization: Evidence from China," China Economic Review, Elsevier, vol. 84(C).
- David Ardia & Keven Bluteau, 2024. "Optimal Text-Based Time-Series Indices," Papers 2405.10449, arXiv.org.
- Assaf, Ata & Charif, Husni & Mokni, Khaled, 2021. "Dynamic connectedness between uncertainty and energy markets: Do investor sentiments matter?," Resources Policy, Elsevier, vol. 72(C).
- Chen, Shuiyang & Meng, Bin & Qiu, Bingcheng & Kuang, Haibo, 2025. "Dynamic effects of maritime risk on macroeconomic and global maritime economic activity," Transport Policy, Elsevier, vol. 167(C), pages 246-263.
- Dang, Tam Hoang-Nhat & Nguyen, Canh Phuc & Lee, Gabriel S. & Nguyen, Binh Quang & Le, Thuy Thu, 2023. "Measuring the energy-related uncertainty index," Energy Economics, Elsevier, vol. 124(C).
- Abiad, Abdul & Qureshi, Irfan A., 2023. "The macroeconomic effects of oil price uncertainty," Energy Economics, Elsevier, vol. 125(C).
More about this item
Keywords
Bank of Japan; Central bank communication; Generative pre-trained transformer; Large language model; Monetary policy; Policy uncertainty; Text data;All these keywords.
JEL classification:
- 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
- C88 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Other Computer Software
Statistics
Access and download statisticsCorrections
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:eee:finlet:v:75:y:2025:i:c:s1544612325000972. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/frl .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.