Negative Economic Sentiment Index Based on Finnish News Titles

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorAvela, Aleksien_US
dc.contributor.authorLehmus, Markkuen_US
dc.contributor.departmentDepartment of Mathematics and Systems Analysisen
dc.contributor.groupauthorMathematical Statistics and Data Scienceen
dc.contributor.organizationBank of Finlanden_US
dc.date.accessioned2024-06-05T06:02:49Z
dc.date.available2024-06-05T06:02:49Z
dc.date.issued2023-10-06en_US
dc.description.abstractWe construct an index for measuring negative economic sentiment in Finland by using news titles collected from the Finnish broadcasting company Yle's archive. Our approach uses supervised machine learning text classification for detecting news titles featuring negative economic sentiment, and the monthly aggregated proportional frequencies of those titles are then used for defining the index. We find a negative correlation between our index and the consumer confidence index by Statistics Finland, and more remarkably, our index seems to lead the consumer confidence index, somewhat, by one month. We also show that our index correlates positively with Finnish stock market volatility. In addition, based on a simple VAR model, we examine how certain macro variables respond to changes in economic sentiment and show that our index could prove helpful in assessing the current and near-future state of the Finnish economy.en
dc.description.versionPeer revieweden
dc.format.extent15
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationAvela, A & Lehmus, M 2023, 'Negative Economic Sentiment Index Based on Finnish News Titles', Journal of the Finnish Economic Association, vol. 4, no. 1, pp. 49-63. https://doi.org/10.33358/jfea.127453en
dc.identifier.doi10.33358/jfea.127453en_US
dc.identifier.issn2736-867X
dc.identifier.otherPURE UUID: 5cce9990-eaaf-4562-96ab-5a9dd5183cbaen_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/5cce9990-eaaf-4562-96ab-5a9dd5183cbaen_US
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/147116111/Negative_Economic_Sentiment_Index_Based_on_Finnish_News_Titles.pdfen_US
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/128515
dc.identifier.urnURN:NBN:fi:aalto-202406054108
dc.language.isoenen
dc.publisherTaloustieteellinen Yhdistys
dc.relation.ispartofseriesJournal of the Finnish Economic Associationen
dc.relation.ispartofseriesVolume 4, issue 1, pp. 49-63en
dc.rightsopenAccessen
dc.subject.keywordeconomic sentimenten_US
dc.subject.keywordnatural language processingen_US
dc.subject.keywordmachine learningen_US
dc.subject.keywordnaive Bayes classifieren_US
dc.subject.keywordeconomic forecastingen_US
dc.titleNegative Economic Sentiment Index Based on Finnish News Titlesen
dc.typeA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessäfi
dc.type.versionpublishedVersion

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