Indonesia’s services sector has emerged as a key driver of economic growth and employment. Services have also been the driving force of global trade and investment. Advances in technology are expected to further improve the tradability of services, creating new opportunities for Indonesia....

This study provides an assessment of Ukraine’s transport workforce and skills landscape during a period of profound change. As maritime and air routes remain suspended, road freight, road passenger, and urban public transport have become the backbone of domestic and international mobility, and...

We examine the impact of generative AI on the youth labor market in Finland by replicating the key analyses of Brynjolfsson et al. (2025) with comprehensive population-level data. Contrary to the US findings, we find no systematic displacement effects linked to AI exposure among youth in...

Despite their advantages, multinational enterprises (MNEs) receive significant criticism, particularly with regard to offshoring jobs and shifting profits abroad to avoid taxation. Using administrative data for the universe of Norwegian and French firms and workers, we link these two issues by...

This paper provides new evidence on how the adoption of artificial intelligence (AI) affects productivity and employment in Europe. Using matched EIBIS-ORBIS data on more than 12,000 non-financial firms in the European Union (EU) and United States (US), we instrument the adoption of AI by EU...

This paper documents the labour market position of artists across Europe and examines how it co-varies with public cultural spending. Using EU-LFS micro-data for 2009-2023, we compare artists to non-artists using harmonised measures of wage rank, employment, and non-standard work. Using...

This study examines the effects of the russia's full-scale invasion on the Ukrainian corporate labor market. We use the DID technique to analyze a panel data set of over 100,000 firms linked to geolocation and industry data spanning 2021-2024 and show how war harms the corporate labor market in...

This study examines how automation, measured by industrial robot adoption and artificial intelligence (AI) exposure, is associated with labor market and production outcomes across Europe. Using a panel dataset covering 32 European countries and 18 industries from 1994 to 2019, we analyze the...

This paper estimates the causal impact of Brexit on migrant employment in the United Kingdom using a synthetic difference-in-differences (SDID) framework. We construct a counterfactual trajectory for the UK based on a weighted combination of comparable European economies and compare...

Using administrative longitudinal firm- and plant-level data from Mexico that links manufacturing firms to their customs records and covers the period 2014 - 2023, I examine whether US tariffs targeting China have contributed to a manufacturing revival in the southern part of North America....

Non-traditional platform work has grown rapidly in the Philippines amid technological change and longstanding labor-market constraints. Using nationally representative data from the 2025 Jobs and Skills Survey (JSS), this study provides a detailed profile of workers engaged in these emerging...

We present the first representative international data on firm-level AI use. We survey almost 6,000 CFOs, CEOs, and executives from stratified firm samples across the US, UK, Germany, and Australia. We find four key facts. First, around 70 percent of firms actively use AI, particularly younger,...

This paper analyzes the labor market effects of Mexico's 2019 minimum wage reform, which doubled wages in northern border municipalities. Using other northern municipalities with smaller wage adjustments as a comparison group, we examine changes in worker transitions across employment states....

We provide the first systematic evidence on the labor market consequences of the 25% decline in Canadian visits to the United States in 2025. We combine smartphone foot-traffic data measuring Canadian visitor presence at the ZIP code × industry level with real-time establishment-level...

The rapid evolution of technology is reshaping labor markets by altering skill demands and job profiles. This paper introduces a novel skill-based measure of occupational technology intensity - the Occupational Technology Skill Share (OTSS) - that distinguishes between manual, digital, and...

This paper examines how declining migration opportunities to the United States affect local labor markets in Mexico. Using novel micro-level data from consular identification cards and deportations, we link individuals’ Mexican municipalities of origin to their U.S. destination states. We...

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...

Drawing on data from the Georgian Labour Force Survey (2021-2022), this paper provides a detailed statistical profile of informal employment in Georgia and discusses its key drivers. Around four workers out of ten were informally employed in Georgia in 2022. The large majority (69 per cent) of...

Bangladesh is currently navigating a complex economic transition marked by high inflation, declining foreign exchange reserves, vulnerabilities in the financial sector and the impending graduation from Least Developed Country status in 2026. The labour market also faces persistent and...

The demand and supply of new skills—especially in IT and AI—are reshaping labor markets, impacting wages and hiring. About one in ten job vacancies in advanced economies demands at least one new skill, often appearing first in the United States. The incidence is about half in emerging...

Moving towards a net-zero emissions future revolves around energy, with the power sector playing a crucial role in this process of reducing carbon emissions. The 26th Conference of the Parties (COP26) in Glasgow, hosted by the United Nations Framework Convention on Climate Change (UNFCCC), saw...

Monetary policy asymmetrically affects the response of firms' employment to an output shock and plays a role in cushioning employment adjustment over the business cycle. Combining annual firmlevel data until 2020 with quarterly firm-level data until 2023 and highfrequency monetary policy...

Despite rising educational attainment, women's employment rates have declined in Egypt, falling to just 15% as of 2023. This chapter explores the determinants of declining female employment rates in Egypt. The research considers demand side factors, including potential discrimination and the...

Despite their advantages, multinational enterprises (MNEs) receive significant criticism, particularly with regard to offshoring jobs and shifting profits abroad to avoid taxation. Using administrative data for the universe of Norwegian and French firms and workers, we link these two issues by...

The risk of a worker falling into unemployment represents one of the most important threats to the stability of households' finances - both in terms of lower spending (and hence living standards) and in terms of a greater degree of financial distress (such as the accumulation of unmanageable...

This study evaluates the impact of Malta's 2014 childcare reform, a universal Free Childcare Scheme for children aged 3 months to 3 years, on female employment. Using a difference-in-differences (DD) framework and matched DD models, I find that the reform may have increased the probability of...

Women's employment remains highly sensitive to childcare constraints, making childcare availability a critical lever for supporting mothers' labor force attachment. We study the effects of expanded full-day programming in Head Start, using the 2016 federal funding initiative that targeted...

This paper evaluates EU Cohesion Policy interventions during 2014-2020 using regression discontinuity design (RDD), exploiting funding thresholds at 75 and 90 percent of EU average GDP per capita across 281 NUTS-2 regions. The analysis examines nominal and real GDP per capita growth, GDP per...