LLMs are rapidly entering the hiring process, but their most pronounced effects may occur before any screening by changing who chooses to apply. We study how human versus LLMbased evaluation and gender transparency shape entry into competitive jobs. In a preregistered online experiment,...

Recent technological advancements are reshaping pathways to employment by automating the interview process. Asynchronous interviews, in which job applicants submit answers to interview questions via an online platform without interacting with an interviewer, are replacing more traditional...

LLMs are rapidly entering the hiring process, but their most pronounced effects may occur before any screening by changing who chooses to apply. We study how human versus LLMbased evaluation and gender transparency shape entry into competitive jobs. In a preregistered online experiment,...

We study economic narratives - causal accounts of observed events - in a high-stakes real-world context: long-term unemployment. We use open-ended questions to measure narratives about long-term unemployment in samples of Danish unemployed job seekers, firm managers, households from the general...

As artificial intelligence (AI) systems are increasingly adopted in recruitment practices, applicants' responses to AI-mediated interviews have become an important issue for organizations. Understanding how applicants interpret these systems is relevant for organizational attractiveness and...

Can employer-side wage subsidies increase hiring women in low female labor force participation settings? This paper tests this using a randomized experiment with 1,227 Pakistani firms on a national jobs platform. Treatment firms were offered a six-month wage subsidy determined via the...

This paper studies how employment subsidies for start-ups shape their performance. We exploit an unexpected policy reform in Belgium that permanently exempted start-ups hiring their first employee from payroll taxes for that employee. Using firm-level administrative data and a...

Hiring discrimination against candidates from ethnocultural minority groups is a persistent concern in contemporary labour markets. This study examines how professional recruiters evaluate fictitious job applicants with profiles that systematically vary in signals that form ethnocultural...

This paper studies how employment subsidies for start-ups shape their performance. We exploit an unexpected policy reform in Belgium that permanently exempted start-ups hiring their first employee from payroll taxes for that employee. Using firm-level administrative data and a...

We show that the age composition of employment within Swedish employers shifts after the arrival of generative AI, with no corresponding reduction in aggregate labour demand. Using 4.6 million job advertisements from Sweden’s largest recruitment platform, we find that the broad decline in...

In tight labour markets, where employers compete not only on wages but also on amenities such as job family friendliness, employer-provided childcare arrangements serve as a powerful tool to attract and retain working parents. Yet little causal evidence exists on how employees evaluate such...

Screening human capital based on signals such as job applications or entrepreneurial pitches is crucial for organizations. Signals are often informative insofar as they require differential knowledge and effort to produce. Generative AI (GAI) complicates screening by lowering the cost of...

Child soldiering has been identified as one of the most prevalent human rights violations perpetrated by rebels. The aim of this research is to elucidate the potential influence of third parties, external supporters, on child soldiering by rebels. The research hypothesises that rebel's...

Screening human capital based on signals such as job applications or entrepreneurial pitches is crucial for organizations. Signals are often informative insofar as they require differential knowledge and effort to produce. Generative AI (GAI) complicates screening by lowering the cost of...

Belgium's 2016 payroll tax exemption for first-time employers triggered a sharp increase in firms hiring their first worker but little growth among larger firms. To account for this pattern, we develop and estimate a directed search model - with discrete hiring, firm heterogeneity, and...

This paper studies how employment subsidies for start-ups shape their performance. We exploit an unexpected policy reform in Belgium that permanently exempted start-ups hiring their first employee from payroll taxes for that employee. Using firm-level administrative data and a...

National payroll data reveal that men are paid more than women when they enter firms in Great Britain. Although this hiring wage gap has narrowed over the past two decades, it still accounts for over two-thirds of the steady-state gender pay gap – the wage gap that would eventually...

To date, there is little evidence about the extent to which teacher and principal diversity is related to the advancement of applicants to teacher and principal jobs through the hiring pipeline. We investigate this issue using novel job application and hiring data from a wide range of school...

Members of certain minority groups are disadvantaged in different areas of society, such as the labor and housing market and the healthcare system. This is referred to as discrimination if people are disadvantaged solely based on their group membership (e.g., ethnic background or religious...

A university degree is a risky investment because of the non-negligible risk of having to drop out of university without graduating. However, the costs of this risk are controversial, as it is often argued that even an uncertified year of study has a value in the labor market. To determine this...

Using OLS, probit, and semi-nonparametric regression analysis on survey data, this article examines the factors associated with the successful economic integration of Chinese returnees, as indicated by their career and income satisfaction. Those motivated to return by talent policy are...

Acquiring skilled workers can be a key comparative advantage for firms. However, this process involves much uncertainty that firms need to navigate. Leveraging managers' social networks can help reduce search frictions, improve match quality, and boost firm performance. In this paper, we...

A university degree is a risky investment because of the non-negligible risk of having to drop out of university without graduating. However, the costs of this risk are controversial, as it is often argued that even an uncertified year of study has a value in the labor market. To determine this...

Defensive hiring of researchers by incumbent firms with monopsony power reduces creative destruction. This mechanism helps explain the simultaneous rise in R&D spending and decline in TFP growth in the US economy over recent decades. We develop a simple model highlighting the critical role of...

We study the gendered impact of recommendations at different stages of the hiring process. First, using a large sample of reference letters from the academic job market for economists, we document that women receive fewer "ability" and more "grindstone" letters. Next, we conduct two experiments...

This study examines the effectiveness of digital recruitment platforms in addressing labor shortages within Norway's shipbuilding and ship-repair industry. Through a data analysis of 446 job applications over a 12-month period, this study evaluates key recruitment metrics, including application...

This study estimates and decomposes recruitment elasticity, a key measure of employer market power, across job-matching stages using data from Japan's largest job-matching intermediary. On average, recruitment elasticity is negative but not statistically significantly different from zero....

This paper evaluates a hiring subsidy for lower-educated youths in Flanders (Belgium) that reduced labour costs by approximately 13% for a period of two years, starting in 2016. Using a donut Regression Discontinuity Design, we find no evidence that the subsidy improved the job finding rate of...