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Journal Article
Assessing Labor Market Conditions Using High-Frequency Data
Dvorkin, Maximiliano; Isaacson, Maggie (2021-10-18)
When the COVID-19 pandemic struck in March 2020, the U.S. economy experienced a sharp, unexpected recession with large employment losses. The information on employment available from traditional data sources arrives with a lag and does not promptly reflect sudden changes in labor market conditions. In this article, we discuss how new high-frequency data from Homebase and Ultimate Kronos Group can offer critical information on the state of labor markets in real time. Using these datasets, we construct coincident employment indices to assess employment at a high frequency. Employment during the ...
Review , Volume 103 , Issue 4 , Pages 461-476

Working Paper
A Composite Likelihood Approach for Dynamic Structural Models
Matthes, Christian; Canova, Fabio (2018-07-23)
We describe how to use the composite likelihood to ameliorate estimation, computational, and inferential problems in dynamic stochastic general equilibrium models. We present a number of situations where the methodology has the potential to resolve well-known problems. In each case we consider, we provide an example to illustrate how the approach works and its properties in practice.
Working Paper , Paper 18-12

Working Paper
Disentangling rent index differences: data, methods, and scope
Adams, Brian; Verbrugge, Randal J.; Loewenstein, Lara; Montag, Hugh (2023-09-28)
Rent measurement determines 32 percent of the CPI. Accurate rent measurement is therefore essential for accurate inflation measurement, but the CPI rent index often differs from alternative measures of rent inflation. Using repeat-rent inflation measures created from CPI microdata, we show that this discrepancy is largely explained by differences in rent growth for new tenants relative to all tenants. New-tenant rent inflation provides information about future all-tenant rent inflation, but the use of new-tenant rents is contraindicated in a cost-of-living index such as the CPI. Nevertheless, ...
Working Papers , Paper 22-38R

Working Paper
What's the Story? A New Perspective on the Value of Economic Forecasts
Sinha, Nitish R.; Hollrah, Christopher A.; Sharpe, Steven A. (2017-11-03)
We apply textual analysis tools to measure the degree of optimism versus pessimism of the text that describes Federal Reserve Board forecasts published in the Greenbook. The resulting measure of Greenbook text sentiment, ?Tonality,? is found to be strongly correlated, in the intuitive direction, with the Greenbook point forecast for key economic variables such as unemployment and inflation. We then examine whether Tonality has incremental power for predicting unemployment, GDP growth, and inflation up to four quarters ahead. We find it to have significant and substantive predictive power for ...
Finance and Economics Discussion Series , Paper 2017-107

Working Paper
Advance Layoff Notices and Aggregate Job Loss
Krolikowski, Pawel; Lunsford, Kurt Graden (2022-02-02)
We collect data from Worker Adjustment and Retraining Notification (WARN) Act notices and establish their usefulness as an indicator of aggregate job loss. The number of workers affected by WARN notices ("WARN layoffs") leads state-level initial unemployment insurance claims, and changes in the unemployment rate and private employment. WARN layoffs move closely with aggregate layoffs from Mass Layoff Statistics and the Job Openings and Labor Turnover Survey, but are timelier and cover a longer sample. In a vector autoregression, changes in WARN layoffs lead unemployment rate changes and job ...
Working Papers , Paper 20-03R

Working Paper
Computing Equilibria of Stochastic Heterogeneous Agent Models Using Decision Rule Histories
Veracierto, Marcelo (2020-02-01)
This paper introduces a general method for computing equilibria with heterogeneous agents and aggregate shocks that is particularly suitable for economies with private information. Instead of the cross-sectional distribution of agents across individual states, the method uses as a state variable a vector of spline coefficients describing a long history of past individual decision rules. Applying the computational method to a Mirrlees RBC economy with known analytical solution recovers the solution perfectly well. This test provides considerable confidence on the accuracy of the method.
Working Paper Series , Paper WP 2020-05

Working Paper
Fed Communication, News, Twitter, and Echo Chambers
Schmanski, Bennett; Scotti, Chiara; Vega, Clara (2023-05-26)
We estimate monetary policy surprises (sentiment) from the perspective of three different textual sources: direct central bank communication (FOMC statements and press conferences), news articles, and Twitter posts during FOMC announcement days. Textual sentiment across sources is highly correlated, but there are times when news and Twitter sentiment substantially disagree with the sentiment conveyed by the central bank. We find that sentiment estimated using news articles correlates better with daily U.S. Treasury yield changes than the sentiment extracted directly from Fed communication, ...
Finance and Economics Discussion Series , Paper 2023-036

Working Paper
The Accuracy of Forecasts Prepared for the Federal Open Market Committee
Hanson, Tyler J.; Chang, Andrew C. (2015-07-09)
We analyze forecasts of consumption, nonresidential investment, residential investment, government spending, exports, imports, inventories, gross domestic product, inflation, and unemployment prepared by the staff of the Board of Governors of the Federal Reserve System for meetings of the Federal Open Market Committee from 1997 to 2008, called the Greenbooks. We compare the root mean squared error, mean absolute error, and the proportion of directional errors of Greenbook forecasts of these macroeconomic indicators to the errors from three forecasting benchmarks: a random walk, a first-order ...
Finance and Economics Discussion Series , Paper 2015-62

Discussion Paper
Forecasts of the Lost Recovery
Cai, Michael; Giannoni, Marc; Del Negro, Marco; Gupta, Abhi; Li, Pearl (2018-05-09)
The years following the Great Recession were challenging for forecasters for a variety of reasons, including an unprecedented policy environment. This post, based on our recently released working paper, documents the real-time forecasting performance of the New York Fed dynamic stochastic general equilibrium (DSGE) model in the wake of the Great Recession. We show that the model’s predictive accuracy was on par with that of private forecasters and proved to be quite a bit better, at least in terms of GDP growth, than that of the median forecasts from the Federal Open Market Committee’s ...
Liberty Street Economics , Paper 20180509

Working Paper
Consumption, Wealth, and Income Inequality: A Tale of Tails
Gaillard, Alexandre; Hellwig, Christian; Wangner, Philipp; Werquin, Nicolas (2023-12-05)
We provide evidence that the distributions of consumption, labor income, wealth, and capital income exhibit asymptotic power-law behavior with a strict ranking of upper tail inequality, in that order, from the least to the most unequal. We show analytically and quantitatively that the canonical heterogeneous-agent model cannot replicate the proper ranking and magnitudes of these four tails simultaneously. Mechanisms addressing the wealth concentration puzzle in these models through return heterogeneity lead to a mirror consumption concentration puzzle. We match the cross-sectional data on ...
Working Paper Series , Paper WP 2023-43

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