The knowledge problem and volatility in electricity markets have long been central to policy debates in energy markets. This study examines the successes and limitations of machine learning in addressing these issues, contributing to the existing literature. Machine learning has shown promise in tackling specific technical aspects of power markets, but its shortcomings in forecasting customer behaviour and managing decentralised, renewable-driven systems highlight the need for further refinement. While machine learning offers potential in reducing certain aspects of market volatility, it is not a comprehensive solution to the broader challenges faced by the electricity market.
{"title":"Can machine learning reduce volatility in electricity markets? Lessons from the economic calculation debate","authors":"Fuat Oğuz, Mustafa Çağrı Peker","doi":"10.1111/ecaf.12686","DOIUrl":"https://doi.org/10.1111/ecaf.12686","url":null,"abstract":"<p>The knowledge problem and volatility in electricity markets have long been central to policy debates in energy markets. This study examines the successes and limitations of machine learning in addressing these issues, contributing to the existing literature. Machine learning has shown promise in tackling specific technical aspects of power markets, but its shortcomings in forecasting customer behaviour and managing decentralised, renewable-driven systems highlight the need for further refinement. While machine learning offers potential in reducing certain aspects of market volatility, it is not a comprehensive solution to the broader challenges faced by the electricity market.</p>","PeriodicalId":44825,"journal":{"name":"ECONOMIC AFFAIRS","volume":"45 1","pages":"62-77"},"PeriodicalIF":1.0,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143389336","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Despite the significant changes that the Affordable Care Act (ACA) has made to the US healthcare system since 2010, little statistical analysis of its impact on the deadliest chronic diseases has been made. County-level data from the United States is used in conjunction with difference-in-difference models to isolate the effect of the Affordable Care Act on preventable deaths due to heart disease. Our national causal inference analysis found a significant decrease of preventable heart disease mortality due to the Medicaid expansions.
{"title":"Impact of the Medicaid expansions on heart disease mortality in the United States: A county-level analysis","authors":"Grady King, Srinivas Palanki","doi":"10.1111/ecaf.12685","DOIUrl":"https://doi.org/10.1111/ecaf.12685","url":null,"abstract":"<p>Despite the significant changes that the Affordable Care Act (ACA) has made to the US healthcare system since 2010, little statistical analysis of its impact on the deadliest chronic diseases has been made. County-level data from the United States is used in conjunction with difference-in-difference models to isolate the effect of the Affordable Care Act on preventable deaths due to heart disease. Our national causal inference analysis found a significant decrease of preventable heart disease mortality due to the Medicaid expansions.</p>","PeriodicalId":44825,"journal":{"name":"ECONOMIC AFFAIRS","volume":"45 1","pages":"78-91"},"PeriodicalIF":1.0,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143389339","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The returns to power: A political theory of economic inequality By Thomas Remington. Oxford University Press. 2023. pp. 432. £64.00 (hbk). ISBN: 978-0197685952. £19.99 (pbk). ISBN: 978-0197685969. £13.33 (Kindle ebk). ISBN: 978-0197685976","authors":"Dmitrii Trubnikov","doi":"10.1111/ecaf.12687","DOIUrl":"https://doi.org/10.1111/ecaf.12687","url":null,"abstract":"","PeriodicalId":44825,"journal":{"name":"ECONOMIC AFFAIRS","volume":"45 1","pages":"160-161"},"PeriodicalIF":1.0,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143389359","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}