{"title":"要素投资的要素在哪里?","authors":"Marcos M. López de Prado","doi":"10.3905/jpm.2023.1.477","DOIUrl":null,"url":null,"abstract":"In this article, the author advocates for the use of causal graphs to modernize the field of factor investing and set it on a logically coherent foundation. To do this, first he introduces the concepts of association and causation. Second, he explains the use of causal graphs and the real (causal) meaning of the ceteris paribus assumption that is so popular among economists. Third, he explains how causal graphs help us estimate causal effects in observational (nonexperimental) studies. Fourth, he illustrates all of the earlier concepts with Monte Carlo experiments. He concludes that the field of factor investing must embrace causal graphs in order to wake up from its associational slumber.","PeriodicalId":53670,"journal":{"name":"Journal of Portfolio Management","volume":"49 1","pages":"6 - 20"},"PeriodicalIF":1.1000,"publicationDate":"2023-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Where Are the Factors in Factor Investing?\",\"authors\":\"Marcos M. López de Prado\",\"doi\":\"10.3905/jpm.2023.1.477\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this article, the author advocates for the use of causal graphs to modernize the field of factor investing and set it on a logically coherent foundation. To do this, first he introduces the concepts of association and causation. Second, he explains the use of causal graphs and the real (causal) meaning of the ceteris paribus assumption that is so popular among economists. Third, he explains how causal graphs help us estimate causal effects in observational (nonexperimental) studies. Fourth, he illustrates all of the earlier concepts with Monte Carlo experiments. He concludes that the field of factor investing must embrace causal graphs in order to wake up from its associational slumber.\",\"PeriodicalId\":53670,\"journal\":{\"name\":\"Journal of Portfolio Management\",\"volume\":\"49 1\",\"pages\":\"6 - 20\"},\"PeriodicalIF\":1.1000,\"publicationDate\":\"2023-02-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Portfolio Management\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://doi.org/10.3905/jpm.2023.1.477\",\"RegionNum\":4,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Portfolio Management","FirstCategoryId":"96","ListUrlMain":"https://doi.org/10.3905/jpm.2023.1.477","RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
In this article, the author advocates for the use of causal graphs to modernize the field of factor investing and set it on a logically coherent foundation. To do this, first he introduces the concepts of association and causation. Second, he explains the use of causal graphs and the real (causal) meaning of the ceteris paribus assumption that is so popular among economists. Third, he explains how causal graphs help us estimate causal effects in observational (nonexperimental) studies. Fourth, he illustrates all of the earlier concepts with Monte Carlo experiments. He concludes that the field of factor investing must embrace causal graphs in order to wake up from its associational slumber.
期刊介绍:
Founded by Peter Bernstein in 1974, The Journal of Portfolio Management (JPM) is the definitive source of thought-provoking analysis and practical techniques in institutional investing. It offers cutting-edge research on asset allocation, performance measurement, market trends, risk management, portfolio optimization, and more. Each quarterly issue of JPM features articles by the most renowned researchers and practitioners—including Nobel laureates—whose works define modern portfolio theory.