David Lazer, Briony Swire-Thompson, Christo Wilson
{"title":"评估互联网信息管理算法的规范框架。","authors":"David Lazer, Briony Swire-Thompson, Christo Wilson","doi":"10.1177/17456916231186779","DOIUrl":null,"url":null,"abstract":"<p><p>It is critical to understand how algorithms structure the information people see and how those algorithms support or undermine society's core values. We offer a normative framework for the assessment of the information curation algorithms that determine much of what people see on the internet. The framework presents two levels of assessment: one for individual-level effects and another for systemic effects. With regard to individual-level effects we discuss whether (a) the information is aligned with the user's interests, (b) the information is accurate, and (c) the information is so appealing that it is difficult for a person's self-regulatory resources to ignore (\"agency hacking\"). At the systemic level we discuss whether (a) there are adverse civic-level effects on a system-level variable, such as political polarization; (b) there are negative distributional or discriminatory effects; and (c) there are anticompetitive effects, with the information providing an advantage to the platform. The objective of this framework is both to inform the direction of future scholarship as well as to offer tools for intervention for policymakers.</p>","PeriodicalId":19757,"journal":{"name":"Perspectives on Psychological Science","volume":null,"pages":null},"PeriodicalIF":10.5000,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A Normative Framework for Assessing the Information Curation Algorithms of the Internet.\",\"authors\":\"David Lazer, Briony Swire-Thompson, Christo Wilson\",\"doi\":\"10.1177/17456916231186779\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>It is critical to understand how algorithms structure the information people see and how those algorithms support or undermine society's core values. We offer a normative framework for the assessment of the information curation algorithms that determine much of what people see on the internet. The framework presents two levels of assessment: one for individual-level effects and another for systemic effects. With regard to individual-level effects we discuss whether (a) the information is aligned with the user's interests, (b) the information is accurate, and (c) the information is so appealing that it is difficult for a person's self-regulatory resources to ignore (\\\"agency hacking\\\"). At the systemic level we discuss whether (a) there are adverse civic-level effects on a system-level variable, such as political polarization; (b) there are negative distributional or discriminatory effects; and (c) there are anticompetitive effects, with the information providing an advantage to the platform. The objective of this framework is both to inform the direction of future scholarship as well as to offer tools for intervention for policymakers.</p>\",\"PeriodicalId\":19757,\"journal\":{\"name\":\"Perspectives on Psychological Science\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":10.5000,\"publicationDate\":\"2024-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Perspectives on Psychological Science\",\"FirstCategoryId\":\"102\",\"ListUrlMain\":\"https://doi.org/10.1177/17456916231186779\",\"RegionNum\":1,\"RegionCategory\":\"心理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2023/11/27 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"PSYCHOLOGY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Perspectives on Psychological Science","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.1177/17456916231186779","RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2023/11/27 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"PSYCHOLOGY, MULTIDISCIPLINARY","Score":null,"Total":0}
A Normative Framework for Assessing the Information Curation Algorithms of the Internet.
It is critical to understand how algorithms structure the information people see and how those algorithms support or undermine society's core values. We offer a normative framework for the assessment of the information curation algorithms that determine much of what people see on the internet. The framework presents two levels of assessment: one for individual-level effects and another for systemic effects. With regard to individual-level effects we discuss whether (a) the information is aligned with the user's interests, (b) the information is accurate, and (c) the information is so appealing that it is difficult for a person's self-regulatory resources to ignore ("agency hacking"). At the systemic level we discuss whether (a) there are adverse civic-level effects on a system-level variable, such as political polarization; (b) there are negative distributional or discriminatory effects; and (c) there are anticompetitive effects, with the information providing an advantage to the platform. The objective of this framework is both to inform the direction of future scholarship as well as to offer tools for intervention for policymakers.
期刊介绍:
Perspectives on Psychological Science is a journal that publishes a diverse range of articles and reports in the field of psychology. The journal includes broad integrative reviews, overviews of research programs, meta-analyses, theoretical statements, book reviews, and articles on various topics such as the philosophy of science and opinion pieces about major issues in the field. It also features autobiographical reflections of senior members of the field, occasional humorous essays and sketches, and even has a section for invited and submitted articles.
The impact of the journal can be seen through the reverberation of a 2009 article on correlative analyses commonly used in neuroimaging studies, which still influences the field. Additionally, a recent special issue of Perspectives, featuring prominent researchers discussing the "Next Big Questions in Psychology," is shaping the future trajectory of the discipline.
Perspectives on Psychological Science provides metrics that showcase the performance of the journal. However, the Association for Psychological Science, of which the journal is a signatory of DORA, recommends against using journal-based metrics for assessing individual scientist contributions, such as for hiring, promotion, or funding decisions. Therefore, the metrics provided by Perspectives on Psychological Science should only be used by those interested in evaluating the journal itself.