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Working Paper
Manufacturing Sentiment: Forecasting Industrial Production with Text Analysis
This paper examines the link between industrial production and the sentiment expressed in natural language survey responses from U.S. manufacturing firms. We compare several natural language processing (NLP) techniques for classifying sentiment, ranging from dictionary-based methods to modern deep learning methods. Using a manually labeled sample as ground truth, we find that deep learning models partially trained on a human-labeled sample of our data outperform other methods for classifying the sentiment of survey responses. Further, we capitalize on the panel nature of the data to train ...
Journal Article
Industrial production and capacity utilization: the 2001 annual revision
In late 2001, the Board of Governors of the Federal Reserve System published the annual revision of its index of industrial production and the related measures of capacity and capacity utilization for the period January 1992 to October 2001. The updated measures reflect the incorporation of newly available, more-comprehensive source data and the introduction of improved methods for compiling a few series. ; Measured fourth quarter to fourth quarter, increases in rates of industrial output and capacity have been revised downward from rates previously reported for 1999 and 2000. The revision ...
Journal Article
Industrial production and capacity utilization: recent developments and the 1999 annual revision
In late 1999, the Federal Reserve published revised measures of industrial production, capacity, and capacity utilization for the period January 1992 through October 1999. The updated measures reflect both the incorporation of newly available, more comprehensive source data typical of annual revisions and the introduction of improved methods for compiling a few series, including computer and office equipment and motor vehicles. The new source data are for recent years, primarily from 1997 on, and the modified methods affect data beginning in 1992. ; The production index for the third quarter ...
Working Paper
Consumer sentiment, the economy, and the news media
The news media affects consumers' perceptions of the economy through three channels. First, the news media conveys the latest economic data and the opinions of professionals to consumers. Second, consumers receive a signal about the economy through the tone and volume of economic reporting. Last, the greater the volume of news about the economy, the greater the likelihood that consumers will update their expectations about the economy. We find evidence that all three of these channels affect consumer sentiment. We derive measures of the tone and volume of economic reporting, building upon the ...
Working Paper
Likelihood ratio tests on cointegrating vectors, disequilibrium adjustment vectors, and their orthogonal complements
Cointegration theory provides a flexible class of statistical models that combine long-run relationships and short-run dynamics. This paper presents three likelihood ratio (LR) tests for simultaneously testing restrictions on cointegrating relationships and on how quickly the system reacts to the deviation from equilibrium implied by the cointegrating relationships. Both the orthogonal complements of the cointegrating vectors and of the vectors of adjustment speeds have been used to define the common stochastic trends of a nonstationary system. The restrictions implicitly placed on the ...
Journal Article
Industrial production and capacity utilization: the 2003 annual revision
In late 2003, the Board of Governors of the Federal Reserve issued revisions to its measures of industrial, capacity, and capacity utilization for the period from January 1972 to September 2003. The changes are generally small and principally affect data from 2000 to the present. ; Measured from fourth quarter to fourth quarter, industrial output is now reported to have increased at a slower rate in 2000 and to have contracted a bit more slowly in 2001 than reported earlier. The changes to total industrial production in other years are slight. The revision still places the most recent peak in ...
Working Paper
Diverging measures of capacity utilization: an explanation
In the wake of the recent recovery in manufacturing production, the capacity utilization rates published by the Federal Reserve Board (FRB) have rebounded much more slowly than those published by the Institute for Supply Management (ISM). As a result, some observers have speculated that the manufacturing sector may have considerably less slack than is indicated by the FRB measures. Our view is that the two characterizations of manufacturing slack are not as incongruent as they first appear. This paper discusses the practical and conceptual differences between these measures of capacity ...
Journal Article
Industrial Production and Capacity Utilization: Recent Developments and the 1999 Revision
In late 1999, the Federal Reserve published revised measures of industrial production, capacity, and capacity utilization for the period January 1992 through October 1 999. The updated measures reflect both the incorporation of newly available, more comprehensive source data typical of annual revisions and the introduction of improved methods for compiling a few series, including computer and office equipment and motor vehicles. The new source data are for recent years, primarily from 1997 on, and the modified methods affect data beginning in 1992. The production index for the third quarter ...