A thousand words tell more than just numbers: Financial crises and historical headlines

dc.contributor.authorRistolainen Kim
dc.contributor.authorRoukka Tomi
dc.contributor.authorNyberg Henri
dc.contributor.organizationfi=taloustiede|en=Economics|
dc.contributor.organizationfi=tilastotiede|en=Statistics|
dc.contributor.organization-code1.2.246.10.2458963.20.17691981389
dc.contributor.organization-code1.2.246.10.2458963.20.42133013740
dc.converis.publication-id182205632
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/182205632
dc.date.accessioned2025-08-27T22:38:27Z
dc.date.available2025-08-27T22:38:27Z
dc.description.abstract<p>We show that financial crises are preceded by changes in specific types of narrative information contained in newspaper article titles. Our novel international dataset and the resulting empirical evidence are gathered by integrating information from a large panel of economic news articles in global newspapers between the years 1870 and 2016 with conventional macroeconomic and financial indicators. We find that the predictive information of newspaper article titles that signals coming crisis episodes is substantial over and above the macroeconomic and financial indicators. Feature contribution analysis and crisis case studies reveal that the new indicators capture more detailed, but still generalizable information on the buildup of crises.<br></p>
dc.format.pagerange101209
dc.identifier.eissn1878-0962
dc.identifier.jour-issn1572-3089
dc.identifier.olddbid202520
dc.identifier.oldhandle10024/185547
dc.identifier.urihttps://www.utupub.fi/handle/11111/47417
dc.identifier.urlhttps://doi.org/10.1016/j.jfs.2023.101209
dc.identifier.urnURN:NBN:fi-fe2025082785754
dc.language.isoen
dc.okm.affiliatedauthorRistolainen, Kim
dc.okm.affiliatedauthorRoukka, Tomi
dc.okm.affiliatedauthorNyberg, Henri
dc.okm.discipline511 Economicsen_GB
dc.okm.discipline511 Kansantaloustiedefi_FI
dc.okm.internationalcopublicationnot an international co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherElsevier
dc.publisher.countryNetherlandsen_GB
dc.publisher.countryAlankomaatfi_FI
dc.publisher.country-codeNL
dc.relation.doi10.1016/j.jfs.2023.101209
dc.relation.ispartofjournalJournal of Financial Stability
dc.relation.volume70
dc.source.identifierhttps://www.utupub.fi/handle/10024/185547
dc.titleA thousand words tell more than just numbers: Financial crises and historical headlines
dc.year.issued2024

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