“Decoding” Policy Perspectives: Structural Topic Modeling of European Central Bankers’ Speeches
This research analyzes the speeches and interviews of high-level European Central Bank decision makers from 1997 to 2021 to identify clusters of prominent topics. Transparency is a crucial aspect of modern monetary policy, and public speeches and interviews by central bankers play a vital role in ac...
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| Vydáno v: | Journal of risk and financial management Ročník 16; číslo 7; s. 329 |
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| Hlavní autoři: | , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Basel
MDPI AG
01.07.2023
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| ISSN: | 1911-8074, 1911-8066, 1911-8074 |
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| Abstract | This research analyzes the speeches and interviews of high-level European Central Bank decision makers from 1997 to 2021 to identify clusters of prominent topics. Transparency is a crucial aspect of modern monetary policy, and public speeches and interviews by central bankers play a vital role in achieving it. Our study employs structural topic modeling to compare the prevalence of topics during the Global Financial Crisis, pandemic crisis, and periods of heightened inflation. Additionally, we explore the impact of central bank independence on official rhetoric. |
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| AbstractList | This research analyzes the speeches and interviews of high-level European Central Bank decision makers from 1997 to 2021 to identify clusters of prominent topics. Transparency is a crucial aspect of modern monetary policy, and public speeches and interviews by central bankers play a vital role in achieving it. Our study employs structural topic modeling to compare the prevalence of topics during the Global Financial Crisis, pandemic crisis, and periods of heightened inflation. Additionally, we explore the impact of central bank independence on official rhetoric. |
| Audience | Academic |
| Author | Stojkov, Aleksandar Warin, Thierry |
| Author_xml | – sequence: 1 givenname: Thierry orcidid: 0000-0002-5921-3428 surname: Warin fullname: Warin, Thierry – sequence: 2 givenname: Aleksandar orcidid: 0000-0003-3993-6108 surname: Stojkov fullname: Stojkov, Aleksandar |
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| References | Bennani (ref_3) 2019; 40 Su (ref_37) 2019; 54 Dincer (ref_11) 2014; 10 Grilli (ref_19) 1991; 6 ref_36 Dincer (ref_13) 2022; 18 ref_35 ref_12 Geraats (ref_16) 2002; 112 Garriga (ref_15) 2016; 42 Taddy (ref_39) 2015; 9 Coibion (ref_6) 2022; 130 ref_31 Maqsood (ref_29) 2020; 50 Dantas (ref_9) 2023; 63 Hansen (ref_22) 2019; 108 Eijffinger (ref_14) 2006; 22 ref_17 Roberts (ref_34) 2019; 91 ref_38 Hansen (ref_21) 2018; 133 Morris (ref_32) 2002; 92 Issing (ref_24) 2005; 87 Masawi (ref_30) 2014; 40 Gorodnichenko (ref_18) 2023; 113 Petropoulos (ref_33) 2021; 21 Hansen (ref_20) 2016; 99 Dedola (ref_10) 2020; 117 ref_23 Cortes (ref_7) 2022; 122 ref_43 ref_41 ref_40 Apel (ref_1) 2022; 54 ref_2 ref_28 ref_27 ref_8 Kahveci (ref_25) 2016; 235 (ref_26) 2022; 18 Warin (ref_42) 2020; 20 ref_5 ref_4 |
| References_xml | – volume: 133 start-page: 801 year: 2018 ident: ref_21 article-title: Transparency and Deliberation within the FOMC: A Computational Linguistics Approach publication-title: Quarterly Journal of Economics doi: 10.1093/qje/qjx045 – ident: ref_28 – volume: 40 start-page: 100617 year: 2019 ident: ref_3 article-title: Does People’s Bank of China Communication Matter? Evidence from Stock Market Reaction publication-title: Emerging Markets Review doi: 10.1016/j.ememar.2019.05.002 – ident: ref_31 doi: 10.2139/ssrn.3383869 – volume: 54 start-page: 1195 year: 2019 ident: ref_37 article-title: How effective is central bank communication in emerging economies? An empirical analysis of the Chinese money markets responses to the people’s bank of China’s policy communications publication-title: Review of Quantitative Finance and Accounting doi: 10.1007/s11156-019-00822-7 – volume: 235 start-page: 618 year: 2016 ident: ref_25 article-title: Central Banks’ Communication Strategy and Content Analysis of Monetary Policy Statements: The Case of Fed, ECB and CBRT publication-title: Procedia—Social and Behavioral Sciences doi: 10.1016/j.sbspro.2016.11.039 – volume: 22 start-page: 1 year: 2006 ident: ref_14 article-title: How transparent are central banks? publication-title: European Journal of Political Economy doi: 10.1016/j.ejpoleco.2005.09.013 – volume: 87 start-page: 65 year: 2005 ident: ref_24 article-title: Communication, Transparency, Accountability: Monetary Policy in the Twenty-First Century publication-title: Federal Reserve Bank of St. Louis Review – volume: 99 start-page: S114 year: 2016 ident: ref_20 article-title: Shocking Language: Understanding the Macroeconomic Effects of Central Bank Communication publication-title: Journal of International Economics doi: 10.1016/j.jinteco.2015.12.008 – volume: 130 start-page: 1537 year: 2022 ident: ref_6 article-title: Monetary Policy Communications and Their Effects on Household Inflation Expectations publication-title: Journal of Political Economy doi: 10.1086/718982 – ident: ref_40 – volume: 108 start-page: 185 year: 2019 ident: ref_22 article-title: The Long-Run Information Effect of Central Bank Communication publication-title: Journal of Monetary Economics doi: 10.1016/j.jmoneco.2019.09.002 – ident: ref_5 doi: 10.3386/w25482 – volume: 9 start-page: 1394 year: 2015 ident: ref_39 article-title: Distributed multinomial regression publication-title: Annals of Applied Statistics doi: 10.1214/15-AOAS831 – ident: ref_35 – volume: 122 start-page: 102543 year: 2022 ident: ref_7 article-title: Unconventional Monetary Policy and Disaster Risk: Evidence from the Subprime and COVID-19 Crises publication-title: Journal of International Money and Finance doi: 10.1016/j.jimonfin.2021.102543 – volume: 18 start-page: 331 year: 2022 ident: ref_13 article-title: Trends in Monetary Policy Transparency: Further Updates publication-title: International Journal of Central Banking – volume: 91 start-page: 1 year: 2019 ident: ref_34 article-title: stm: An R Package for Structural Topic Models publication-title: Journal of Statistical Software doi: 10.18637/jss.v091.i02 – volume: 40 start-page: 198 year: 2014 ident: ref_30 article-title: The Power of Words: A Content Analytical Approach Examining whether Central Bank Speeches Become Financial News publication-title: Journal of Information Science doi: 10.1177/0165551513514928 – volume: 50 start-page: 432 year: 2020 ident: ref_29 article-title: A local and global event sentiment based efficient stock exchange forecasting using deep learning publication-title: International Journal of Information Management doi: 10.1016/j.ijinfomgt.2019.07.011 – ident: ref_43 doi: 10.3386/w11898 – ident: ref_8 – ident: ref_12 doi: 10.1093/oxfordhb/9780190626198.001.0001 – ident: ref_4 – volume: 10 start-page: 189 year: 2014 ident: ref_11 article-title: Central Bank Transparency and Independence: Updates and New Measures publication-title: International Journal of Central Banking – volume: 42 start-page: 849 year: 2016 ident: ref_15 article-title: Central Bank Independence in the World: A New Dataset publication-title: International Interactions doi: 10.1080/03050629.2016.1188813 – ident: ref_27 – ident: ref_2 – ident: ref_23 doi: 10.2139/ssrn.2920496 – volume: 6 start-page: 341 year: 1991 ident: ref_19 article-title: Political and Monetary Institutions and Public Financial Policies in the Industrial Countries publication-title: Economic Policy doi: 10.2307/1344630 – volume: 21 start-page: 141 year: 2021 ident: ref_33 article-title: Can Central Bank Speeches Predict Financial Market Turbulence? Evidence from an Adaptive NLP Sentiment Index Analysis Using XGBoost Machine Learning Technique publication-title: Central Bank Review doi: 10.1016/j.cbrev.2021.12.002 – ident: ref_41 – volume: 117 start-page: 489 year: 2020 ident: ref_10 article-title: Does a Big Bazooka Matter? Quantitative Easing Policies and Exchange Rates publication-title: Journal of Monetary Economics doi: 10.1016/j.jmoneco.2020.03.002 – volume: 113 start-page: 548 year: 2023 ident: ref_18 article-title: The Voice of Monetary Policy publication-title: American Economic Review doi: 10.1257/aer.20220129 – ident: ref_36 doi: 10.24148/wp2019-02 – volume: 20 start-page: 2050009 year: 2020 ident: ref_42 article-title: How Data Science can (also) help central bankers: An NLP study of the European Central Bank presidents’ speeches publication-title: Global Economy Journal doi: 10.1142/S2194565920500098 – ident: ref_38 – ident: ref_17 – volume: 112 start-page: F532 year: 2002 ident: ref_16 article-title: Central Bank Transparency publication-title: The Economic Journal doi: 10.1111/1468-0297.00082 – volume: 92 start-page: 1521 year: 2002 ident: ref_32 article-title: Social Value of Public Information publication-title: The American Economic Review doi: 10.1257/000282802762024610 – volume: 18 start-page: 277 year: 2022 ident: ref_26 article-title: Applying Lessons from the Past? Exploring Historical Analogies in ECB Speeches through Text Mining, 1997–2019 publication-title: International Journal of Central Banking – volume: 54 start-page: 1459 year: 2022 ident: ref_1 article-title: How Much Information Do Monetary Policy Committees Disclose? Evidence from the FOMC’s Minutes and Transcripts publication-title: Journal of Money, Credit and Banking doi: 10.1111/jmcb.12885 – volume: 63 start-page: 123 year: 2023 ident: ref_9 article-title: Government Guarantees and Banks’ Income Smoothing publication-title: Journal of Financial Services Research doi: 10.1007/s10693-023-00398-3 |
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| SubjectTerms | Bankers Central banks Communication Computational linguistics Credibility Data collection Data mining Decision making Economic crisis Inflation Interest rates International finance Language processing Literature reviews Macroeconomics Monetary policy Money markets Natural language interfaces Pandemics Rankings Speeches |
| Title | “Decoding” Policy Perspectives: Structural Topic Modeling of European Central Bankers’ Speeches |
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