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Author:Cajner, Tomaz 

Working Paper
Labor Force Participation: Recent Developments and Future Prospects

Since 2007, the labor force participation rate has fallen from about 66 percent to about 63 percent. The sources of this decline have been widely debated among academics and policymakers, with some arguing that the participation rate is depressed due to weak labor demand while others argue that the decline was inevitable due to structural forces such as the aging of the population. In this paper, we use a variety of approaches to assess reasons for the decline in participation. Although these approaches yield somewhat different estimates of the extent to which the recent decline in ...
Finance and Economics Discussion Series , Paper 2014-64

Working Paper
Are Manufacturing Jobs Still Good Jobs? An Exploration of the Manufacturing Wage Premium

This paper explores the factors behind differences in wages between manufacturing and other sectors. Using data from the Current Population Survey, we find that the manufacturing wage premium--the additional pay a manufacturing worker earns relative to a comparable nonmanufacturing worker--disappeared in recent years and that the erosion of the premium has primarily affected workers employed in production occupations, who experienced a wage decline of 2.5 percentage points since the 1990s relative to other workers in production occupations. While the demographic composition and other worker ...
Finance and Economics Discussion Series , Paper 2022-011

Working Paper
The Long-Lived Cyclicality of the Labor Force Participation Rate

How cyclical is the U.S. labor force participation rate (LFPR)? We examine its response to exogenous state-level business cycle shocks, finding that the LFPR is highly cyclical, but with a significantly longer-lived response than the unemployment rate. The LFPR declines after a negative shock for about four years—well beyond when the unemployment rate has begun to recover—and takes about eight years to fully recover after the shock. The decline and recovery of the LFPR is largely driven by individuals with home and family responsibilities, as well as by younger individuals spending time ...
Finance and Economics Discussion Series , Paper 2021-047

Working Paper
Reconciling Unemployment Claims with Job Losses in the First Months of the COVID-19 Crisis

In the spring of 2020, many observers relied heavily on weekly initial claims for unemployment insurance benefits (UI) to estimate contemporaneous reductions in US employment induced by the COVID-19 pandemic. Though UI claims provided a timely, high-frequency window into mounting layoffs, the cumulative volume of initial claims filed through the May reference week substantially exceeded realized reductions in payroll employment and likely contributed to the historically large discrepancy between consensus expectations of further April-to-May job losses and the strong job gains reflected in ...
Finance and Economics Discussion Series , Paper 2020-055

Working Paper
Human Capital and Unemployment Dynamics: Why More Educated Workers Enjoy Greater Employment Stability

Why do more educated workers experience lower unemployment rates and lower employment volatility? A closer look at the data reveals that these workers have similar job finding rates, but much lower and less volatile separation rates than their less educated peers. We argue that on-the-job training, being complementary to formal education, is the reason for this pattern. Using a search and matching model with endogenous separations, we show that investments in match-specific human capital reduce the outside option of workers, implying less incentives to separate. The model generates ...
Finance and Economics Discussion Series , Paper 2014-09

Working Paper
Labor Force Participation: Recent Developments and Future Prospects

Since 2007, the labor force participation rate has fallen from about 66 percent to about 63 percent. The sources of this decline have been widely debated among academics and policymakers, with some arguing that the participation rate is depressed due to weak labor demand while others argue that the decline was inevitable due to structural forces such as the aging of the population. In this paper, we use a variety of approaches to assess reasons for the decline in participation. Although these approaches yield somewhat different estimates of the extent to which the recent decline in ...
Working Papers (Old Series) , Paper 1410

Working Paper
Measuring Job Loss during the Pandemic Recession in Real Time with Twitter Data

We present an indicator of job loss derived from Twitter data, based on a fine-tuned neural network with transfer learning to classify if a tweet is job-loss related or not. We show that our Twitter-based measure of job loss is well-correlated with and predictive of other measures of unemployment available in the official statistics and with the added benefits of real-time availability and daily frequency. These findings are especially strong for the period of the Pandemic Recession, when our Twitter indicator continues to track job loss well but where other real-time measures like ...
Finance and Economics Discussion Series , Paper 2023-035

Discussion Paper
Why is Involuntary Part-Time Work Elevated?

Despite substantial improvement in the unemployment rate and several other labor market indicators, the number of Americans involuntarily working part time (also called "part-time for economic reasons") remains unusually high nearly five years into the recovery. In this note, we focus on two questions: 1. What can Current Population Survey (CPS) data on the stocks and flows of involuntary part-time employment say about the underlying reasons for its persistently high rate? And 2. Based on this analysis, what can we expect for the evolution of involuntary part-time work going forward?
FEDS Notes , Paper 2014-04-14

Working Paper
Improving the Accuracy of Economic Measurement with Multiple Data Sources: The Case of Payroll Employment Data

This paper combines information from two sources of U.S. private payroll employment to increase the accuracy of real-time measurement of the labor market. The sources are the Current Employment Statistics (CES) from BLS and microdata from the payroll processing firm ADP. We briefly describe the ADP-derived data series, compare it to the BLS data, and describe an exercise that benchmarks the data series to an employment census. The CES and the ADP employment data are each derived from roughly equal-sized samples. We argue that combining CES and ADP data series reduces the measurement error ...
Finance and Economics Discussion Series , Paper 2019-065

Discussion Paper
The Recent Decline in Long-Term Unemployment

In this FEDS Note we take a deeper look at the sizeable decline in long-term unemployment seen over the first half of 2014.
FEDS Notes , Paper 2014-07-21

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