We study how the labor market shocks of automation and immigration interact to shape workers' outcomes. Using matched employer-employee data from Norwegian administrative registers, we combine an immigration shock triggered by the European Union's 2004 enlargement with an automation shock based...

We provide experimental evidence on how employers adjust expectations to automation risk in high-skill, white-collar work. Using a randomized information intervention among tax advisors in Germany, we show that firms systematically underestimate automatability. Information provision raises risk...

We study how the labor market shocks of automation and immigration interact to shape workers’ outcomes. Using matched employer–employee data from Norwegian administrative registers, we combine an immigration shock triggered by the European Union’s 2004 enlargement with an automation shock...

Daron Acemoglu and Pascal Restrepo uncover how automation disproportionately targets tasks that pay workers above-market wages, eroding those rents and amplifying wage losses for affected workers. Using U.S. data from 1980 to 2016, they show that this “rent dissipation” not only reduces wage...

Labour shortages in Europe have led firms to adopt two key strategies: automation and the employment of migrants. This study empirically examines the relationship between robot adoption and immigrant labour (differentiated by region of origin and education level) in Austrian firms using a novel...

This study examines the relationship between firm-level automation in manufacturing and local labor market employment outcomes using 2001-2022 Swedish linked employer-employee data. I utilize a shift-share instrumental variable approach and obtain robust results that automation affects...

The paper empirically estimates labour demand in Slovakia based on data from the online labor market platform Profesia.sk. It focuses on identifying the main trends in the number of job postings, their regional distribution, and occupational breakdown according to the ISCO classification. Data...

This article offers a comprehensive review of Artificial Intelligence's (AI) effects on global labour markets, with a particular focus on developing economies. Drawing on an extensive body of evidence, it demonstrates that AI's disruptive potential diverges markedly from earlier waves of...

This chapter reviews recent advances in the task model and shows how this framework can be put to work to understand trends in the labor market in recent decades. Production in each industry requires the completion of various tasks that can be assigned to workers with different skills or to...

Does labour-saving technological change pose a threat to European employment, and if so, to what extent? This study investigates the degree of employment exposure to labour-saving technological change across NUTS-2 regions in Europe. We construct a cross-walked metric between the SOC and ISCO...

In this article, we examine how technology is associated with self-employment dynamics using worker-level data from 30 European countries. We find that, while employees exposed to labour-augmenting technologies are more likely to move from paid employment to solo self-employment and vice-versa,...

The Fourth Industrial Revolution, characterised by the convergence of digital, biological, and physical innovations, is fundamentally transforming industries, economies, and the very fabric of society. This study focusses on the Romanian automotive industry - a sector at the forefront of...

This study examines the implications of artificial intelligence (AI) on employment, wages, and inequality in Latin America and the Caribbean (LAC). The paper identifies tasks and occupations most exposed to AI using comprehensive individual-level data alongside AI exposure indices. Unlike...

Using the second wave of the European Skills and Jobs survey, this paper measures the relationship between technological change that automates or augments workers’ job tasks and their participation in work-related training. We find that 58 per cent of European employees experienced no change...

This policy brief draws on the findings of Tverdostup et al. (2025) to examine Austrian firms' responses to labour shortages through automation and migration. Like many European nations, Austria has been grappling with labour shortages over the past decade. These shortages have been influenced...

New technologies drive productivity growth, yet the distribution of gains may be unequal. We study how labor market institutions – specifically shop-floor worker representation – mediate the impact of automation. Combining German individual-level administrative records with plant-level data...

This study examines the association between firm-level investments in automation technologies and employment outcomes, drawing on a panel dataset of approximately 10,450 Italian firms. We focus on the proliferation of non-standard labour contracts introduced by labour market reforms in the...

Labor unions play a crucial role in liberal democracies by influencing labor market and political dynamics, organizing workers' demands and linking them to parties. However, their importance has progressively diminished in the last decades. We suggest that technological change - and industrial...

I evaluate the link between automation and the rise in top income concentration when inequality matters for macro. The novel mechanism is that automation redistributes income towards high-wealth households who save more, which lowers the interest rate and incites firms to automate more. To...

Background: This study investigates digital transformation as a moderating variable in determining the effect of digital technologies, automation, and data integration of upstream and downstream providers on supply chain performance. By filling the existing research gap, the study reveals that...

This paper examines the potential for automation and artificial intelligence (AI) to induce a broader economic decline, impacting not only labor but also the owners of capital and advanced technology. While automation has traditionally favored skilled over unskilled workers, recent advancements...

The world of labour has been experiencing unprecedented advancements in automation that are changing the working conditions and accelerating productivity. Nevertheless, automation brings uneven benefits to different social and demographic groups in the labour market; vulnerable groups encounter...

This exploratory study examines AI's transformative role in the Philippine media industry, particularly in news media, highlighting both opportunities and challenges. It utilizes a qualitative research method that includes desk reviews, key informant interviews, and focus group discussions with...

How do firms and workers adjust to trade and technology shocks? We analyze two mechanisms that have received little attention: training that upgrades skills and early retirement that shifts adjustment costs to public pension systems. We combine novel data on training participation and early...

How do firms and workers adjust to trade and technology shocks? We analyze two mechanisms that have received little attention: training that upgrades skills and early retirement that shifts adjustment costs to public pension systems. We combine novel data on training participation and early...

How do firms and workers adjust to trade and technology shocks? We analyze two mechanisms that have received little attention: training that upgrades skills and early retirement that shifts adjustment costs to public pension systems. We combine novel data on training participation and early...

We study a 2018 reform in South Korea that reduced tax credits for automation investments. This reform increased the tax cost of investing in robots and thus resembles a robot tax. Exploiting this natural experiment with industry-level data on robot installations and firm-level data from Orbis,...

Firm training is widely regarded as crucial for protecting workers from automation, yet there is a lack of empirical evidence to support this belief. Using internationally harmonized data from over 90,000 workers across 37 industrialized countries, we construct an individual-level measure of...

Using a newly collected dataset at the plant level from 2014 to 2018, we provide the first microscopic portrait of robotization in Germany and study the correlates of robot adoption. Our descriptive analysis uncovers five stylized facts: (1) Robot use is relatively rare. (2) The distribution of...

Advances in technology have always reshaped labor markets. Automating human labor has lead to job losses and creation but most of all, for an increasing demand for highly skilled workers. However, emerging AI innovations like ChatGPT may reduce labor demand in high skilled occupations previously...

The world economy has become more and more globalized as firms have organized production along global value chains. But more recently, globalization has stalled. This paper shows that higher uncertainty, in combination with better automation technologies, has likely contributed to that trend...