{"title":"估计宏观经济的不确定性和不和谐","authors":"K. Lahiri, Wuwei Wang","doi":"10.1093/oso/9780190636685.003.0011","DOIUrl":null,"url":null,"abstract":"We apply generalized beta and triangular distributions to histograms from the Survey of Professional Forecasters (SPF) to estimate forecast uncertainty, shocks. and discord using an information framework, and we compare these with moment-based estimates. We find that these two approaches produce analogous results, except in cases where the underlying densities deviate significantly from normality. Even though the Shannon entropy is more inclusive of different facets of a forecast density, we find that with SPF forecasts it is largely driven by the variance of the densities. We use Jenson–Shannon Information to measure ex ante “news” or “uncertainty shocks” in real time, and we find that this “news” is closely related to revisions in forecast means, is countercyclical, and raises uncertainty. Using standard vector autoregression analysis, we confirm that uncertainty affects the real sector of the economy negatively.","PeriodicalId":161177,"journal":{"name":"Advances in Info-Metrics","volume":"91 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Estimating Macroeconomic Uncertainty and Discord\",\"authors\":\"K. Lahiri, Wuwei Wang\",\"doi\":\"10.1093/oso/9780190636685.003.0011\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We apply generalized beta and triangular distributions to histograms from the Survey of Professional Forecasters (SPF) to estimate forecast uncertainty, shocks. and discord using an information framework, and we compare these with moment-based estimates. We find that these two approaches produce analogous results, except in cases where the underlying densities deviate significantly from normality. Even though the Shannon entropy is more inclusive of different facets of a forecast density, we find that with SPF forecasts it is largely driven by the variance of the densities. We use Jenson–Shannon Information to measure ex ante “news” or “uncertainty shocks” in real time, and we find that this “news” is closely related to revisions in forecast means, is countercyclical, and raises uncertainty. Using standard vector autoregression analysis, we confirm that uncertainty affects the real sector of the economy negatively.\",\"PeriodicalId\":161177,\"journal\":{\"name\":\"Advances in Info-Metrics\",\"volume\":\"91 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-10-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Advances in Info-Metrics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1093/oso/9780190636685.003.0011\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Advances in Info-Metrics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1093/oso/9780190636685.003.0011","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
We apply generalized beta and triangular distributions to histograms from the Survey of Professional Forecasters (SPF) to estimate forecast uncertainty, shocks. and discord using an information framework, and we compare these with moment-based estimates. We find that these two approaches produce analogous results, except in cases where the underlying densities deviate significantly from normality. Even though the Shannon entropy is more inclusive of different facets of a forecast density, we find that with SPF forecasts it is largely driven by the variance of the densities. We use Jenson–Shannon Information to measure ex ante “news” or “uncertainty shocks” in real time, and we find that this “news” is closely related to revisions in forecast means, is countercyclical, and raises uncertainty. Using standard vector autoregression analysis, we confirm that uncertainty affects the real sector of the economy negatively.