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  • 标题:Extracting Firms' Short-Term Inflation Expectations from the Economy Watchers Survey Using Text Analysis
  • 本地全文:下载
  • 作者:Jouchi Nakajima ; Hiroaki Yamagata ; Tatsushi Okuda
  • 期刊名称:Financial System Report
  • 出版年度:2021
  • 卷号:2021
  • 页码:1-21
  • 语种:English
  • 出版社:Bank of Japan
  • 摘要:This paper discusses the Price Sentiment Index (PSI), a quantitative indicator of firms' outlook for general prices proposed by Otaka and Kan (2018). The PSI is developed from the textual data of the Economy Watchers Survey conducted by the Cabinet Office; it is computed by extracting firms' views from survey comments, using text analysis. In this paper, we revisit the PSI and quantitatively analyze the determinants of changes in the PSI and the relationship between the PSI and macroeconomic variables. We also address a shortcoming in the text analysis used for computing the PSI that we discover when examining the performance of the PSI since the COVID-19 outbreak. The results of our analyses show that the PSI tends to precede consumer prices by several months and that it reflects various factors affecting price developments, including demand factors associated with the business cycle and cost factors such as changes in raw materials prices and exchange rates. Our analysis suggests that the PSI is a useful monthly indicator of inflation expectations, in that it captures the price-setting stance of firms responding to the Economy Watchers Survey. While the PSI is subject to large short-term fluctuations, it can be used to complement other indicators used for the analysis of price developments such as the output gap, existing indicators of inflation expectations, and anecdotal information from various sources.
  • 关键词:Inflation Expectations;Machine Learning;Text Analysis;Big Data
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