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JEL Classification:J23 

Discussion Paper
By Degree(s): Measuring Employer Demand for AI Skills by Educational Requirements

The rapid advancement of artificial intelligence (AI) has prompted widespread interest and discussion about its potential to transform the labor market. For workforce development practitioners, a key issue is how AI is changing the nature of work, mainly through changes in the skills workers need to be competitive for the jobs of today and of the future. In this Workforce Currents, we explore the growth of employer demand for AI skills in online job postings data between 2010 and 2024. Lightcast, a labor analytics firm, provides job postings data that includes several useful features of ...
Workforce Currents , Paper 2025-01

Discussion Paper
How Do Firms Respond to Hiring Difficulties? Evidence from the Federal Reserve Banks' Small Business Credit Survey

Using data from the Federal Reserve Banks' 2017 Small Business Credit Survey (SBCS), this paper investigates the various ways in which different types of firms with less than 500 employees experience and address hiring difficulties, including when they decide to increase compensation. {{p}} The authors find significant variation in hiring difficulties by type of firm, and a firm's response appears to depend on the nature of the problem. The most common response is to increase compensation, with firms that experience competition from other employers being the most likely to do so. Other common ...
FRB Atlanta Community and Economic Development Discussion Paper , Paper 2018-1

Discussion Paper
How Do Firms Respond to Hiring Difficulties?

Using data from the Federal Reserve Banks' 2017 Small Business Credit Survey (SBCS), this paper investigates the various ways in which different types of firms with less than 500 employees experience and address hiring difficulties, including when they decide to increase compensation.The authors find significant variation in hiring difficulties by type of firm, and a firm's response appears to depend on the nature of the problem. The most common response is to increase compensation, with firms that experience competition from other employers being the most likely to do so. Other common ...
FRB Atlanta Community and Economic Development Discussion Paper , Paper 2018-01

Working Paper
Digital Adoption, Automation, and Labor Markets in Developing and Emerging Economies

We document a strong negative link between self-employment and the rate of digital adoption by firms in developing and emerging economies. No link between digital adoption and the unemployment rate is found, however. To explain this evidence, we build a general equilibrium search-and-matching model with endogenous labor force participation, self-employment, endogenous firm entry, and information-and-communications technology adoption. The main finding is that changes in the cost of technology adoption per se cannot rationalize the evidence. Instead, changes in firms' barriers to entry ...
FRB Atlanta Working Paper , Paper 2019-22

Working Paper
High Discounts and Low Fundamental Surplus: An Equivalence Result for Unemployment Fluctuations

Ljungqvist and Sargent (2017) (LS) show that unemployment fluctuations can be understoodin terms of a quantity they call the “fundamental surplus.” However, their analysis ignores riskpremia, a force that Hall (2017) shows is important in understanding unemployment fluctuations. Weshow how the LS framework can be adapted to incorporate risk premia. We derive an equivalenceresult that relates parameters in economies with risk premia to those of an artificial economy withoutrisk premia. We show how to use properties of the artificial economy to deduce how risk premia affectunemployment ...
FRB Atlanta Working Paper , Paper 2021-22

Working Paper
Declining Responsiveness at the Establishment Level: Sources and Productivity Implications

This paper studies competing sources of declining dynamism. Evidence shows that an important component of this decline is accounted for by the reduction in the response of employment to shocks in US establishments. Using a plant-level dynamic optimization problem as a framework for analysis, four potential reasons for this decline are studied: (i) a change in exogenous processes for profits, (ii) an increase in impatience, (iii) increased market power, and (iv) increasing adjustment costs. We identify and quantity the contribution of each of these factors building on a simulated method of ...
FRB Atlanta Working Paper , Paper 2024-3

Report
Did abnormal weather affect U.S. employment growth in early 2015?

A current policy concern centers on how the severe winter weather experienced in some parts of the country may have affected the economy earlier this year. As of 2015:Q1, monthly payroll growth has slowed by more than 100,000 jobs compared to 2014:Q4, while GDP declined at an annual rate of 0.7 percent. To measure the potential effect of weather on recent employment growth, the author estimates a regression model using state-level employment and weather data from 1981 onward. The coefficients from this model are combined with data on recent weather to generate an estimate of how weather is ...
Current Policy Perspectives , Paper 15-2

Briefing
Structural unemployment

Whenever unemployment stays high for an extended period, it is common to see analyses, statements, and rebuttals about the extent to which the high unemployment is structural, not cyclical. This brief views the Beveridge curve pattern of unemployment and vacancy rates and the related matching function as proxies for the functioning of the labor market, and explores issues in that proxy relationship that complicates such analyses.
Public Policy Brief

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, ...
Working Papers , Paper 25-9

Working Paper
Downskilling: changes in employer skill requirements over the business cycle

Using a novel database of 82.5 million online job postings, we show that employer skill requirements fell as the labor market improved from 2010 to 2014. We find that a 1 percentage point reduction in the local unemployment rate is associated with a roughly 0.27 percentage point reduction in the fraction of jobs requiring at least a bachelor?s degree and a roughly 0.23 percentage point reduction in the fraction requiring five or more years of experience. This pattern is established using multiple measures of labor availability, is bolstered by similar trends along heretofore unmeasured ...
Working Papers , Paper 16-9

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