Does business news sentiment matter in the energy stock market? Adopting sentiment analysis for short-term stock market prediction in the energy industry
Characterized by high volatility the energy stock market provides ample research potential for stock market prediction using machine learning models. This paper investigates using business news as an indicator of market sentiment in Recurrent Neural Networks. The authors adopt a finance-specific Tra...
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| Format: | Article |
| Language: | English |
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Frontiers Media S.A.
2025-07-01
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| Series: | Frontiers in Artificial Intelligence |
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| Online Access: | https://www.frontiersin.org/articles/10.3389/frai.2025.1559900/full |
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| author | Chi-Yuan Lee Eva Anderl |
| author_facet | Chi-Yuan Lee Eva Anderl |
| author_sort | Chi-Yuan Lee |
| collection | DOAJ |
| description | Characterized by high volatility the energy stock market provides ample research potential for stock market prediction using machine learning models. This paper investigates using business news as an indicator of market sentiment in Recurrent Neural Networks. The authors adopt a finance-specific Transformer-based model, FinBERT, for news sentiment analysis and use a Long Short-Term Memory (LSTM) model for stock prediction. As prior research indicates that sentiment may vary for different news elements, they specifically explore differences between news headlines and content. Results show that (1) transformer-based sentiment analysis of business news can improve stock market prediction in the energy industry and that (2) sentiment of news content is more effective than sentiment of news headlines. |
| format | Article |
| id | doaj-art-cab7227e2dbb4f328f1a5e6664ad902f |
| institution | Kabale University |
| issn | 2624-8212 |
| language | English |
| publishDate | 2025-07-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| series | Frontiers in Artificial Intelligence |
| spelling | doaj-art-cab7227e2dbb4f328f1a5e6664ad902f2025-08-20T03:51:48ZengFrontiers Media S.A.Frontiers in Artificial Intelligence2624-82122025-07-01810.3389/frai.2025.15599001559900Does business news sentiment matter in the energy stock market? Adopting sentiment analysis for short-term stock market prediction in the energy industryChi-Yuan LeeEva AnderlCharacterized by high volatility the energy stock market provides ample research potential for stock market prediction using machine learning models. This paper investigates using business news as an indicator of market sentiment in Recurrent Neural Networks. The authors adopt a finance-specific Transformer-based model, FinBERT, for news sentiment analysis and use a Long Short-Term Memory (LSTM) model for stock prediction. As prior research indicates that sentiment may vary for different news elements, they specifically explore differences between news headlines and content. Results show that (1) transformer-based sentiment analysis of business news can improve stock market prediction in the energy industry and that (2) sentiment of news content is more effective than sentiment of news headlines.https://www.frontiersin.org/articles/10.3389/frai.2025.1559900/fullenergy industrystock predictionsentiment analysisnews sentimentLSTMFinBERT |
| spellingShingle | Chi-Yuan Lee Eva Anderl Does business news sentiment matter in the energy stock market? Adopting sentiment analysis for short-term stock market prediction in the energy industry Frontiers in Artificial Intelligence energy industry stock prediction sentiment analysis news sentiment LSTM FinBERT |
| title | Does business news sentiment matter in the energy stock market? Adopting sentiment analysis for short-term stock market prediction in the energy industry |
| title_full | Does business news sentiment matter in the energy stock market? Adopting sentiment analysis for short-term stock market prediction in the energy industry |
| title_fullStr | Does business news sentiment matter in the energy stock market? Adopting sentiment analysis for short-term stock market prediction in the energy industry |
| title_full_unstemmed | Does business news sentiment matter in the energy stock market? Adopting sentiment analysis for short-term stock market prediction in the energy industry |
| title_short | Does business news sentiment matter in the energy stock market? Adopting sentiment analysis for short-term stock market prediction in the energy industry |
| title_sort | does business news sentiment matter in the energy stock market adopting sentiment analysis for short term stock market prediction in the energy industry |
| topic | energy industry stock prediction sentiment analysis news sentiment LSTM FinBERT |
| url | https://www.frontiersin.org/articles/10.3389/frai.2025.1559900/full |
| work_keys_str_mv | AT chiyuanlee doesbusinessnewssentimentmatterintheenergystockmarketadoptingsentimentanalysisforshorttermstockmarketpredictionintheenergyindustry AT evaanderl doesbusinessnewssentimentmatterintheenergystockmarketadoptingsentimentanalysisforshorttermstockmarketpredictionintheenergyindustry |