The Value of Values: Does Focusing on Sustainability Provide a Competitive Advantage in Forecasting Earnings?
La valeur des valeurs : mettre l'accent sur la durabilité confère-t-il un avantage concurrentiel dans la prévision des résultats ?
{"title":"The Value of Values: Does Focusing on Sustainability Provide a Competitive Advantage in Forecasting Earnings?\n La valeur des valeurs : mettre l'accent sur la durabilité confère-t-il un avantage concurrentiel dans la prévision des résultats ?","authors":"Salman Arif, Nargess M. Golshan","doi":"10.1111/1911-3846.70031","DOIUrl":null,"url":null,"abstract":"<p>We identify sustainability-focused analysts using recent advances in machine learning combined with conference call transcripts. Sustainability-focused analysts issue more accurate earnings forecasts, and the stock market reacts more strongly to their revisions. The forecasting advantage of sustainability-focused analysts is amplified for material sustainability issues, small firms, and growth firms. Consistent with a learning curve in understanding how sustainability issues relate to future performance, we find that less experienced analysts are less likely to focus on sustainability and that they reap fewer benefits in forecast accuracy when they do so. Our results suggest that far from being an inefficient use of time and resources, focusing on sustainability provides a competitive advantage in one of the most pivotal steps in valuation: forecasting earnings.</p>","PeriodicalId":10595,"journal":{"name":"Contemporary Accounting Research","volume":"43 2","pages":"779-816"},"PeriodicalIF":4.9000,"publicationDate":"2026-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/1911-3846.70031","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Contemporary Accounting Research","FirstCategoryId":"91","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/1911-3846.70031","RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/3/19 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0
Abstract
We identify sustainability-focused analysts using recent advances in machine learning combined with conference call transcripts. Sustainability-focused analysts issue more accurate earnings forecasts, and the stock market reacts more strongly to their revisions. The forecasting advantage of sustainability-focused analysts is amplified for material sustainability issues, small firms, and growth firms. Consistent with a learning curve in understanding how sustainability issues relate to future performance, we find that less experienced analysts are less likely to focus on sustainability and that they reap fewer benefits in forecast accuracy when they do so. Our results suggest that far from being an inefficient use of time and resources, focusing on sustainability provides a competitive advantage in one of the most pivotal steps in valuation: forecasting earnings.
期刊介绍:
Contemporary Accounting Research (CAR) is the premiere research journal of the Canadian Academic Accounting Association, which publishes leading- edge research that contributes to our understanding of all aspects of accounting"s role within organizations, markets or society. Canadian based, increasingly global in scope, CAR seeks to reflect the geographical and intellectual diversity in accounting research. To accomplish this, CAR will continue to publish in its traditional areas of excellence, while seeking to more fully represent other research streams in its pages, so as to continue and expand its tradition of excellence.