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Working Paper
Assessing Maximum Employment
We suggest a core set of indicators for evaluating the position of the labor market relative to maximum employment. The unemployment rate remains the key indicator of the cyclical position of the labor market, as it is time-tested, is highly correlated with other indicators, and has practical measurement advantages. But other indicators can provide complementary evidence to get a fuller picture of the labor market. A joint analysis of job vacancies and unemployment in a Beveridge curve diagram is helpful when structural shocks affect the labor market and when the labor market is very tight, ...
Journal Article
The Effect of Higher Financing Costs on Job Openings and Online Job Postings
In this Economic Commentary, we consider whether the declines in vacancies seen in the second half of 2022 could have been driven by monetary policy tightening. We look at whether the variation in this decline across industries and states was consistent with increases in the federal funds rate. Our first strategy focuses on variation at the industry level in exposure to higher borrowing costs. Our second leverages geographic differences in the effect of monetary policy tightening on financing costs. Both strategies suggest that monetary policy is, at least in part, responsible for the recent ...
Working Paper
Remote Work Across Jobs, Companies and Space
The pandemic catalyzed an enduring shift to remote work. To measure this shift, we develop a large language model (LLM), fine tune and assess it using 30,000 human classifications, and apply it to nearly 600 million job vacancy postings across five English-speaking countries. Our model achieves a 98% classification accuracy, greatly outperforming dictionary-based approaches, and matching or surpassing the performance of frontier AI models at a fraction of the cost. From 2019 to 2026, the share of postings that indicate new employees can work remotely at least one day per week rose more than ...
Journal Article
Reducing Inflation along a Nonlinear Phillips Curve
Inflation has climbed since 2021, as the labor market has tightened. Two historical data relationships can account for elevated inflation over the past two years: the Beveridge curve, which relates job vacancies and unemployment rates over the business cycle, and a nonlinear version of the Phillips curve, which links inflation to labor market slack. Combining estimates of the two curves implies that inflation can fall in conjunction with a “soft landing” for the economy if labor market easing is achieved mainly by reducing job vacancies rather than increasing unemployment.
Journal Article
Job Vacancies and Firms’ Labor Market Perceptions
During the post-pandemic period, the vacancy-unemployment ratio was at historically high levels, but the strength of overall labor demand was unclear. Analysis using data from the National Federation of Independent Business on firms’ perceptions of the labor market confirms that during that time firms perceived the labor market as being unusually tight relative to historical norms. As of June-August 2024, however, both firms’ perceptions and measures of labor market tightness had returned to their 2019 levels.
Journal Article
How Much Has the Cooling Economy Reduced Inflation?
Inflation still lies somewhat above the Federal Reserve’s 2% goal after slowing significantly since its spring 2022 peak. Analysis shows that two labor market indicators—the ratios of job vacancies to unemployed workers and of vacancies to effective job seekers—are particularly informative in determining excess demand’s impact on recent inflation. The measures suggest that declines in excess demand pushed inflation down almost three-quarters of a percentage point over the past two years. However, elevated demand continued to contribute 0.3 to 0.4 percentage point to inflation as of ...
Working Paper
Firm Search in the Labor Market: Evidence from Help-Wanted Advertisements
We construct new monthly city-level and national measures of firm search for workers from 1900 to 1938, drawing on approximately 5 million scanned help-wanted advertisements from five U.S. newspapers, with breakdowns by gender. We document four main findings: (1) firm search effort is procyclical, declining sharply at the onset of recessions; (2) posting costs affect advertising behavior, but the effect is modest, with an elasticity of -0.0$; (3) the U.S. Beveridge curve has been stable for the past 125 years, with matching elasticities of 0.57 pre-WWII and 0.55 post-WWII; and (4) help-wanted ...
Journal Article
Labor Market May Remain Tight until Labor Demand Cools Further
U.S. labor demand—measured by job openings or vacancies—has started to cool but is still elevated compared with pre-pandemic levels. At the same time, labor supply—measured by the labor force participation rate remains below pre-pandemic levels. This weakness in the labor force participation rate may persist, as it reflects lower participation among older individuals. Accordingly, the imbalance between demand and supply in the labor market may continue until labor demand cools further.
Journal Article
Do Immigration Restrictions Affect Job Vacancies? Evidence from Online Job Postings
The U.S. workforce relies heavily on immigration. However, a series of policy changes and the COVID-19 pandemic led to a rare decline in immigrant arrivals from 2016 to 2021. This period of reduced immigration coincided with and exacerbated already severe shortages in the U.S. labor market, leading employers and firms to look for new sources of labor. At the same time, online job postings became more prevalent as a method of searching for labor. These postings provide rich data that could help reveal how different dimensions of labor demand change in response to declining immigration.Elior ...
Working Paper
Assessing Maximum Employment
We suggest a core set of indicators for evaluating the position of the labor market relative to maximum employment. The unemployment rate remains the key indicator of the cyclical position of the labor market, as it is time-tested, is highly correlated with other indicators, and has practical measurement advantages. But other indicators can provide complementary evidence to get a fuller picture of the labor market. A joint analysis of job vacancies and unemployment in a Beveridge curve diagram is helpful when structural shocks affect the labor market and when the labor market is very tight, ...