I’m a post doc in Economics at CREST in Paris (ENSAE / IP) and at ETH Zurich (KOF Institute).
My research makes use of data from online job search and recruitment to investigate how labour market imperfections shape job finding and wages.
I obtained my PhD from the University of Lausanne, supervised by Rafael Lalive and Michael Siegenthaler. During my PhD, I visited the LSE at the invitation of Alan Manning.
News
Oct 2025: New report on AI and the Swiss labor market
Together with Michael Siegenthaler, we analyse early impacts of large language models (LLMs) on unemployment and job postings across occupations in Switzerland. → Full report
Research
Adapting to Scarcity: The Role of Firms in Occupational Transitions
In progress; with D. Kopp, R. Lalive, M. Siegenthaler
Presented at ZEW Mannheim Research Seminar (Mar 2025), IZA Summer School in Labor Economics (June 2023)
This paper examines the circumstances under which firms facilitate occupational transitions, complementing prior work that focuses on workers' decisions. We link unemployment insurance records with application diaries and clickstream data from a recruitment platform to causally assess how candidates' occupational histories shape recruiters' hiring decisions. We find that the average candidate from a different occupation faces a 7% lower contact rate than equally qualified candidates who last worked in a recruiter's searched occupation. Using a new measure of skill overlap, we show that 60% of this penalty reflects that movers meet fewer skill requirements than incumbents. Occupational experience and qualifications further reduce the mover penalty, such that certain candidates returning to a prior occupation face no penalty at all. Finally, recruiters adapt to scarcity and contact more movers in tight occupations. Changes in firm behavior account for one-third of the increase in movers' application success in tight versus slack labor markets.
Labor market imbalances, job search scopes and job finding
In progress; solo-authored
Presented at French Public Employment Services (Jul 2025), UC Berkeley Labor Lunch (Apr 2025), PSE Applied Economics Lunch (Feb 2025), EALE 2024 Bergen (Sep 2024), SKILS Ski and Labor Seminar Lenzerheide (Jan 2024), IZA Workshop: Matching Workers and Jobs Online (Sep 2023), LSE Labour WIP Seminar (Mar 2023)
This paper investigates how jobseekers adjust the breadth of their search across different segments of the labour market and how such adjustments affect employment outcomes. Imbalances often exist between jobseekers and vacancies in certain occupations or regions, potentially creating opportunities for jobseekers to adjust their search strategies and target segments where demand for them is high.
I use a unique dataset that combines administrative unemployment records with detailed click data on job postings to measure search scope. I focus on two dimensions of breadth: the distance between a jobseeker's residence and the posted job, and the local labour market tightness in the commuting zone–occupation segments. A key challenge is that jobseekers self-select into their search strategies. To address this, I exploit exogenous variation in the assignment of jobseekers to caseworkers, whose distinct tendencies influence jobseekers' subsequent search patterns. I then link these caseworker-induced shifts in search scope to unemployment duration and job quality. My findings suggest that encouraging broader job search or targeting sectors with high labour demand surpluses has measurable effects on reemployment prospects and can alleviate mismatches between labour supply and demand. These results provide policy-relevant insights on how targeted counselling can shape jobseekers' behaviour and improve labour market efficiency.
Job Search and Employer Market Power
In progress; with I. Bassier, A. Manning
Presented at IZA Workshop: Matching Workers and Jobs Online (Sep 2025)
This paper provides a framework for thinking about how the job search of workers affects the market power of employers. We present a way of thinking about this which encapsulates popular existing models in which employer market power is based on either frictions in labor markets or imperfect substitutability among jobs. We show how this model can be used to compute measures of the extent of employer market power and relates them to popularly used measures of concentration ratios. We use data on the search behaviour of Swiss unemployed to investigate the number of employers being considered by job-seekers using 'clicks' on vacancies to define consideration sets.
Can technology free time? Experimental evidence from an AI chatbot helping caseworkers solve employers’ hiring difficulties
In progress; with J. Barreau, M. Bouju, R. Rathelot
In late 2024, the French public employment service introduced a new AI tool to support caseworkers dedicated to assisting client recruiters in their hiring decisions. Caseworkers support employers through two channels: screening applications from job seekers who apply on their own, and sourcing candidates who have not applied. The tool was designed to help caseworkers when sourcing candidates, and save them time for other tasks. We leverage the randomised implementation of this intervention to measure its impact on job-filling probabilities. We find that the intervention successfully increased the probability of filling posted jobs by between 10 and 15 per cent. While the intervention was intended solely to facilitate the sourcing of job seekers who had not initially applied for the job, we find that the increase in hires comes from both job seekers who were sourced and job seekers who had applied on their own and were screened by the caseworker. Our interpretation is that the AI tool freed up caseworkers' time, allowing them to devote more time to screening applications (and other tasks).
Incidence of corporate taxation
In progress; with E. Baselgia, M. Brülhart, G. Rais, M. Siegenthaler
Github: R-code aggregating the scraped data from 70 job portals and 50K company webpages. I implemented an algorithm that deals with scraper issues and unstable job portals in real-time to obtain a clean index.
Together with Pascal Josephy, I founded the web design and web development agency jkweb in 2011 (at the age of 17). The company by now employs over 30 programmers, designers and other specialists in Zurich and Basel. jkweb has recently acquired novu and is now called novu.