{"title":"From headlines to pipelines: Unpacking the impact of the Russia-Ukraine conflict through sentiment and topics","authors":"Ernest N. Biktimirov, Moyosore J. Babalola","doi":"10.1016/j.frl.2025.107136","DOIUrl":null,"url":null,"abstract":"<div><div>This study examines the impact of the Russia-Ukraine conflict on oil markets by analyzing the sentiment and intensity of Russia-related discussions in business media. Using topic modeling, we identify 12 distinct topics of articles published in <em>The Wall Street Journal</em> during the 2014–2024 period and compute their sentiment and hype scores. The sentiment and hype of these topics exhibit varying relations with oil returns under different market conditions. Notably, the <em>Global Economy</em> and <em>Oil</em> topics show the strongest positive association with oil returns in both sentiment and hype, particularly during bullish oil markets.</div></div>","PeriodicalId":12167,"journal":{"name":"Finance Research Letters","volume":"78 ","pages":"Article 107136"},"PeriodicalIF":7.4000,"publicationDate":"2025-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Finance Research Letters","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S154461232500399X","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0
Abstract
This study examines the impact of the Russia-Ukraine conflict on oil markets by analyzing the sentiment and intensity of Russia-related discussions in business media. Using topic modeling, we identify 12 distinct topics of articles published in The Wall Street Journal during the 2014–2024 period and compute their sentiment and hype scores. The sentiment and hype of these topics exhibit varying relations with oil returns under different market conditions. Notably, the Global Economy and Oil topics show the strongest positive association with oil returns in both sentiment and hype, particularly during bullish oil markets.
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