Does sustainability disclosure improve analysts’ forecast accuracy? Evidence from European banks
Abstract In this study, we investigate the extent to which sustainability disclosures in the narrative sections of European banks’ annual reports improve analysts’ forecasting accuracy. We capture sustainability disclosures with a machine learning approach and use forecast errors as a proxy for anal...
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| Format: | Article |
| Language: | English |
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SpringerOpen
2025-01-01
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| Series: | Financial Innovation |
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| Online Access: | https://doi.org/10.1186/s40854-024-00693-5 |
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| author | Albert Acheampong Tamer Elshandidy |
| author_facet | Albert Acheampong Tamer Elshandidy |
| author_sort | Albert Acheampong |
| collection | DOAJ |
| description | Abstract In this study, we investigate the extent to which sustainability disclosures in the narrative sections of European banks’ annual reports improve analysts’ forecasting accuracy. We capture sustainability disclosures with a machine learning approach and use forecast errors as a proxy for analysts’ forecast accuracy. Our results suggest that sustainability disclosures significantly improve analysts’ forecasting accuracy by reducing forecast errors. In a further analysis, we also find that the introduction of Directive 2014/95/European Union is associated with increased disclosure content, which reduces forecast error. Collectively, our results suggest that sustainability disclosures improve forecast accuracy, and the introduction of the new EU directive strengthens this improvement. These results hold after several robustness tests. Our findings have important implications for market participants and policymakers. |
| format | Article |
| id | doaj-art-47d953dbc8e34fa8839ca2898a5984ca |
| institution | Kabale University |
| issn | 2199-4730 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | Financial Innovation |
| spelling | doaj-art-47d953dbc8e34fa8839ca2898a5984ca2025-01-12T12:36:22ZengSpringerOpenFinancial Innovation2199-47302025-01-0111113210.1186/s40854-024-00693-5Does sustainability disclosure improve analysts’ forecast accuracy? Evidence from European banksAlbert Acheampong0Tamer Elshandidy1Nottingham Business SchoolAjman UniversityAbstract In this study, we investigate the extent to which sustainability disclosures in the narrative sections of European banks’ annual reports improve analysts’ forecasting accuracy. We capture sustainability disclosures with a machine learning approach and use forecast errors as a proxy for analysts’ forecast accuracy. Our results suggest that sustainability disclosures significantly improve analysts’ forecasting accuracy by reducing forecast errors. In a further analysis, we also find that the introduction of Directive 2014/95/European Union is associated with increased disclosure content, which reduces forecast error. Collectively, our results suggest that sustainability disclosures improve forecast accuracy, and the introduction of the new EU directive strengthens this improvement. These results hold after several robustness tests. Our findings have important implications for market participants and policymakers.https://doi.org/10.1186/s40854-024-00693-5Sustainability disclosureMachine learningAnalyst forecast accuracyForecast errorEuropean banksEU Directive |
| spellingShingle | Albert Acheampong Tamer Elshandidy Does sustainability disclosure improve analysts’ forecast accuracy? Evidence from European banks Financial Innovation Sustainability disclosure Machine learning Analyst forecast accuracy Forecast error European banks EU Directive |
| title | Does sustainability disclosure improve analysts’ forecast accuracy? Evidence from European banks |
| title_full | Does sustainability disclosure improve analysts’ forecast accuracy? Evidence from European banks |
| title_fullStr | Does sustainability disclosure improve analysts’ forecast accuracy? Evidence from European banks |
| title_full_unstemmed | Does sustainability disclosure improve analysts’ forecast accuracy? Evidence from European banks |
| title_short | Does sustainability disclosure improve analysts’ forecast accuracy? Evidence from European banks |
| title_sort | does sustainability disclosure improve analysts forecast accuracy evidence from european banks |
| topic | Sustainability disclosure Machine learning Analyst forecast accuracy Forecast error European banks EU Directive |
| url | https://doi.org/10.1186/s40854-024-00693-5 |
| work_keys_str_mv | AT albertacheampong doessustainabilitydisclosureimproveanalystsforecastaccuracyevidencefromeuropeanbanks AT tamerelshandidy doessustainabilitydisclosureimproveanalystsforecastaccuracyevidencefromeuropeanbanks |