{"title":"负面在线评价对医生努力改善沟通的影响:来自中国的证据","authors":"Zifan Li , Xuezheng Qin","doi":"10.1016/j.chieco.2025.102494","DOIUrl":null,"url":null,"abstract":"<div><div>How do negative online ratings affect physician effort? Despite a substantial body of literature on financial incentives, empirical evidence regarding the impact of non-financial incentives on physicians remains limited. This study investigates the influence of negative online ratings on physician effort to improve physician–patient communication, using data from a prominent online healthcare platform. Our findings indicate that negative online ratings lead to a significant increase of 18.7% in the number of online consultations replied to by physicians, a 56.6% rise in the number of words typed, a 43.4% increase in the number of dialogues between physicians and patients, and a 30.1% increase in the number of replies. Additionally, physicians exhibit a more positive tone and greater textual coherence, as evidenced by a 0.37 percentage point increase in the probability of providing high-sentiment replies and a 1.23 percentage point rise in the probability of offering high-similarity responses, indicating a noticeable increase in physician effort to improve communication. The effect is more pronounced among physicians holding senior professional titles and those with higher ratings.</div></div>","PeriodicalId":48285,"journal":{"name":"中国经济评论","volume":"94 ","pages":"Article 102494"},"PeriodicalIF":5.5000,"publicationDate":"2025-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The impact of negative online ratings on physician effort to improve communication: Evidence from China\",\"authors\":\"Zifan Li , Xuezheng Qin\",\"doi\":\"10.1016/j.chieco.2025.102494\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>How do negative online ratings affect physician effort? Despite a substantial body of literature on financial incentives, empirical evidence regarding the impact of non-financial incentives on physicians remains limited. This study investigates the influence of negative online ratings on physician effort to improve physician–patient communication, using data from a prominent online healthcare platform. Our findings indicate that negative online ratings lead to a significant increase of 18.7% in the number of online consultations replied to by physicians, a 56.6% rise in the number of words typed, a 43.4% increase in the number of dialogues between physicians and patients, and a 30.1% increase in the number of replies. Additionally, physicians exhibit a more positive tone and greater textual coherence, as evidenced by a 0.37 percentage point increase in the probability of providing high-sentiment replies and a 1.23 percentage point rise in the probability of offering high-similarity responses, indicating a noticeable increase in physician effort to improve communication. The effect is more pronounced among physicians holding senior professional titles and those with higher ratings.</div></div>\",\"PeriodicalId\":48285,\"journal\":{\"name\":\"中国经济评论\",\"volume\":\"94 \",\"pages\":\"Article 102494\"},\"PeriodicalIF\":5.5000,\"publicationDate\":\"2025-07-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"中国经济评论\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1043951X2500152X\",\"RegionNum\":1,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ECONOMICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"中国经济评论","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1043951X2500152X","RegionNum":1,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
The impact of negative online ratings on physician effort to improve communication: Evidence from China
How do negative online ratings affect physician effort? Despite a substantial body of literature on financial incentives, empirical evidence regarding the impact of non-financial incentives on physicians remains limited. This study investigates the influence of negative online ratings on physician effort to improve physician–patient communication, using data from a prominent online healthcare platform. Our findings indicate that negative online ratings lead to a significant increase of 18.7% in the number of online consultations replied to by physicians, a 56.6% rise in the number of words typed, a 43.4% increase in the number of dialogues between physicians and patients, and a 30.1% increase in the number of replies. Additionally, physicians exhibit a more positive tone and greater textual coherence, as evidenced by a 0.37 percentage point increase in the probability of providing high-sentiment replies and a 1.23 percentage point rise in the probability of offering high-similarity responses, indicating a noticeable increase in physician effort to improve communication. The effect is more pronounced among physicians holding senior professional titles and those with higher ratings.
期刊介绍:
The China Economic Review publishes original works of scholarship which add to the knowledge of the economy of China and to economies as a discipline. We seek, in particular, papers dealing with policy, performance and institutional change. Empirical papers normally use a formal model, a data set, and standard statistical techniques. Submissions are subjected to double-blind peer review.