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...

This paper explores the role of employment pool composition on labor matching effectiveness in ten Central and Eastern European countries from 2005 to 2023. We control for the structure of the labor force in terms of education, age, and gender. The results point towards a significant impact of...

This study investigates the impacts of the minimum wage on U.S. regional labor markets. Using ten years of county-level data, we examine the relationship between the minimum wage and several key components of the labor market. Following past research, the number of people in the labor force is...

I study the impact of Canada's expansive immigration policy launched in 2016 on labour shortages in six regions of the country, particularly in Quebec, which enjoys some autonomy of management in this area. I look at movements of the Beveridge curve, which draws the classical inverse relation...

We build and analyze a new U.S. database that links 125 million applications to job vacancies and employer-side clients on Dice.com, an online platform for jobs and workers in software design, computer systems, engineering, financial analysis, management consulting, and other occupations that...

This paper shows how changes in labor market mismatch can be attributed to the components unemployment, vacancies and matching efficiency. We find that unemployment is the most important factor and also drives the cyclical fluctuations, while the vacancy contributions are smaller and...

The pandemic catalyzed an enduring shift to remote work. To measure and characterize this shift, we examine more than 250 million job vacancy postings across five English-speaking countries. Our measurements rely on a state-of-the-art languageprocessing framework that we fit, test, and refine...

The Beveridge Curve has been dissected in many ways over the years - by industry, by region, and by state. However, despite the availability of a proxy for a curve for each sex, there have been no estimates of the Beveridge Curve for males and females separately. This paper explains how the...

In recent years, research opportunities in labour economics have expanded, due to the availability of large datasets capturing online job vacancies. While not a replacement for well-established labour market surveys, online job vacancy data have several advantages. They contain information that...

We study how artificial intelligence (AI) affects workers' earnings and employment stability, combining German job vacancy data with administrative records from 2017-2023. Identification comes from changes in workers' exposure to local AI skill demand over time, instrumented with national demand...

Central banks conduct monetary policy to achieve price stability, but decisions also have effects on labor-market outcomes. In this paper, we identify exogenous monetary shocks with the 'interest rate surprise' approach based on high-frequency changes in forward-looking interest rates and use...

Using a unique combination of Austrian administrative data, we show that start-ups' search and hiring decisions matter for their business success. Firms that report vacancies to the Public Employment Service in the early stage of their existence stay longer in the market and grow stronger....

Despite their importance for the success of firms, the job prospects of the unemployed and overall unemployment, the factors that determine firms' decisions to report vacancies to the Public Employment Service and to hire the unemployed are largely unexplored. We address this research gap by...

In recent years, research opportunities in labour economics have expanded, due to the availability of large datasets capturing online job vacancies. While not a replacement for well-established labour market surveys, online job vacancy data have several advantages. They contain information that...

Technological change is transforming labor markets globally and across Africa, reshaping the demand for skills, particularly digital competencies. To remain relevant, education and training systems must adapt to evolving labor market needs, equipping learners with the skills required to enter...

We study how artificial intelligence (AI) affects workers' earnings and employment stability, combining German job vacancy data with administrative records from 2017-2023. Identification comes from changes in workers' exposure to local AI skill demand over time, instrumented with national demand...

We use data from online job postings listed on a job board to study how the demand for jobs linked to new technologies during the COVID-19 crisis responded to pandemic mitigation policies. We classify job postings into a standard occupation classification, using text analytics, and we group...

Wage decompositions suggest that a large share of the gender wage gap can be explained by differences in occupation and employer choices. If female workers are not well informed about these pay differences, increasing wage transparency might alleviate the gender gap. We test this hypothesis by...

La présente étude analyse l'effet de la politique d'immigration expansive du Canada amorcée en 2016 sur la pénurie de main-d'œuvre dans six régions du pays, et tout particulièrement au Québec, qui dispose d'une certaine autonomie de gestion en la matière. J'examine l'évolution de la...

We build and analyze a new U.S. database that links 125 million applications to job vacancies and employer-side clients on Dice.com, an online platform for jobs and workers in software design, computer systems, engineering, financial analysis, management consulting, and other occupations that...

I study the impact of Canada's expansive immigration policy launched in 2016 on labour shortages in six regions of the country, particularly in Quebec, which enjoys some autonomy of management in this area. I look at movements of the Beveridge curve, which draws the classical inverse relation...

Abstract Outside of Europe and the United States, the knowledge on skills dynamics is scarce due to a lack of data. We therefore assess whether online data on vacancies and applications to a job board can help fill this gap. We propose a taxonomy with three broad categories – cognitive,...

The IABSE-ADIAB dataset provides the linkage between the most recent case of a hire from the IAB Job Vacancy Survey and the administrative data of the hired person. The data comprise the entire working history of persons who were identified as IAB Job Vacancy Survey hires from 2010 to 2020. The...

We exploit a spatial discontinuity in the wages paid by the United Kingdom's National Health Service to examine how wages affect the duration of time a vacancy is advertised. NHS workers in inner London are mandated by law to be paid an extra 4.3% more than those who work in outer London. We use...

Data from online job advertisements are increasingly used in the emerging area of "skills intelli-gence" to describe labour market dynamics and the demand for skills in different occupations. Col-lecting this data involves gathering unstructured information from the internet and processing it...

This paper measures the job-search responses to the COVID-19 pandemic using realtime data on vacancy postings and job ad views on Sweden's largest online job board. First, new vacancy postings drop by 40%, similar to the US. Second, job seekers respond by searching less intensively, to the...

This paper measures the job-search responses to the COVID-19 pandemic using realtime data on vacancy postings and ad views on Sweden's largest online job board. First, the labour demand shock in Sweden is as large as in the US, and affects industries and occupations heterogeneously. Second, the...

The pandemic catalyzed an enduring shift to remote work. To measure and characterize this shift, we examine more than 250 million job vacancy postings across five English-speaking countries. Our measurements rely on a state-of-the-art languageprocessing framework that we fit, test, and refine...

The Beveridge Curve has been dissected in many ways over the years - by industry, by region, and by state. However, despite the availability of a proxy for a curve for each sex, there have been no estimates of the Beveridge Curve for males and females separately. This paper explains how the...

Job vacancy duration reflects the time a firm spends searching, selecting, and hiring for a job opening. Capturing vacancy duration using the creation and deletion dates of job postings by U.S. public firms, we examine the informativeness of vacancy duration for future firm profitability. We...

The pandemic catalyzed an enduring shift to remote work. To measure and characterize this shift, we examine more than 250 million job vacancy postings across five English-speaking countries. Our measurements rely on a state-of-the-art language-processing framework that we fit, test, and refine...

The pandemic catalyzed an enduring shift to remote work. To measure and characterize this shift, we examine more than 250 million job vacancy postings across five English-speaking countries. Our measurements rely on a state-of-the-art languageprocessing framework that we fit, test, and refine...