G2TT
来源类型Discussion paper
规范类型论文
来源IDDP15003
DP15003 Belief Distortions and Macroeconomic Fluctuations
Francesco Bianchi; Sydney Ludvigson; Sai Ma
发表日期2020-07-06
出版年2020
语种英语
摘要This paper combines a data rich environment with a machine learning algorithm to provide estimates of time-varying systematic expectational errors ("belief distortions") about the macroeconomy embedded in survey responses. We find that such distortions are large on average even for professional forecasters, with all respondent-types over-weighting their own forecast relative to other information. Forecasts of inflation and GDP growth oscillate between optimism and pessimism by quantitatively large amounts. To investigate the dynamic relation of belief distortions with the macroeconomy, we construct indexes of aggregate (across surveys and respondents) expectational biases in survey forecasts. Over-optimism is associated with an increase in aggregate economic activity. Our estimates provide a benchmark to evaluate theories for which information capacity constraints, extrapolation, sentiments, ambiguity aversion, and other departures from full information rational expectations play a role in business cycles.
主题Monetary Economics and Fluctuations
关键词beliefs Biases Machine learning Expectations
URLhttps://cepr.org/publications/dp15003-0
来源智库Centre for Economic Policy Research (United Kingdom)
资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/543952
推荐引用方式
GB/T 7714
Francesco Bianchi,Sydney Ludvigson,Sai Ma. DP15003 Belief Distortions and Macroeconomic Fluctuations. 2020.
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