Publications & Documents

The green transformation of the economy is expected to lead to a sharp reduction in employment in carbon-intensive industries. For designing policies to support displaced workers, it is crucial to better understand the cost of job loss, whether there are specific effects of being displaced from a carbon-intensive sector and which workers are most at risk. By using German administrative labour market data and focusing on mass layoff events, we estimate the cost of involuntary job displacement for workers in high carbon-intensity sectors and compare it with the displacement costs for workers in low carbon-intensity sectors. We find that displaced workers from high carbon-intensity sectors have, on average, higher earnings losses and face stronger difficulties in finding a new job and recovering their earnings. Our results indicate that this is mainly due to human capital specificity, the regional clustering of carbon-intensive activities and higher wage premia in carbon-intensive firms. Workers displaced in high carbon-intensity sectors are older, face higher local labour market concentration and have fewer outside options for finding jobs with similar skill requirements. They have a higher probability to switch occupations and sectors, move to occupations that are more different in terms of skill requirements compared to the pre-displacement job, and are more likely to change workplace districts after displacement. Women, older workers and those with vocational degrees as well as workers in East Germany, experience particularly high costs in case they are displaced from high carbon-intensity sectors.

The OECD AI Principles call for AI actors to be accountable for the proper functioning of their AI systems in accordance with their role, context, and ability to act. Likewise, the OECD Guidelines for Multinational Enterprises aim to minimise adverse impacts that may be associated with an enterprise’s operations, products and services. To develop ‘trustworthy’ and ‘responsible’ AI systems, there is a need to identify and manage AI risks. As calls for the development of accountability mechanisms and risk management frameworks continue to grow, interoperability would enhance efficiency and reduce enforcement and compliance costs. This report provides an analysis of the commonalities of AI risk management frameworks. It demonstrates that, while some elements may sometimes differ, all the risk management frameworks analysed follow a similar and sometimes functionally equivalent risk management process.

This report analyses the demand for positions that require skills needed to develop or work with AI systems across 14 OECD countries between 2019 and 2022. It finds that, despite rapid growth in the demand for AI skills, AI-related online vacancies comprised less than 1% of all job postings and were predominantly found in sectors such as ICT and Professional Services. Skills related to Machine Learning were the most sought after. The US-focused part of the study reveals a consistent demand for socio-emotional, foundational, and technical skills across all AI employers. However, leading firms – those who posted the most AI jobs – exhibited a higher demand for AI professionals combining technical expertise with leadership, innovation, and problem-solving skills, underscoring the importance of these competencies in the AI field.

Au cours de la dernière décennie, le marché du travail de la Région de Bruxelles-Capitale s’est amélioré. De nombreuses offres de travail ouvrent des possibilités pour des travailleurs hautement qualifiés, faisant de la Région de Bruxelles-Capitale une destination importante pour les talents belges, européens et internationaux. Or, malgré les perspectives de carrière offertes par la région, un nombre important de résidents est exclu du monde du travail. Les travailleurs moins diplômés se font concurrence pour un nombre de postes limités, en dépit des pénuries observées sur le marché du travail. Les facteurs qui mènent à l’exclusion de certains bruxellois et les solutions pour y remédier, doivent être un pilier de toute vision d’avenir de la Région de Bruxelles-Capitale. Le marché du travail bruxellois récompense la formation. Faciliter l’accès aux formations disponibles en Région est donc une priorité, notamment pour qu’elles soient adaptées aux différents besoins de la population. Réduire les entraves à la formation est un autre levier d’action. Pour le service public de l'emploi, la simplification des parcours, la mobilité géographique des chercheurs d’emplois moins diplômés et une meilleure prise en compte de la dimension migratoire de l'exclusion peuvent, chacune à leur manière, aider un plus grand nombre de bruxellois à trouver un emploi de qualité.

The world of work is getting older in advanced and an increasing number of emerging economies. Two powerful and persistent trends, longer lifespans and lower birth rates, all but guarantee that midcareer and older workers will make up an even larger portion of the future workforce, with profound implications for our economies, businesses and workers. Are societies adapting quickly enough to cope with ageing at an unprecedented scale? What are some of the key structural barriers, the embedded attitudes and behaviours, that stand in the way of helping midcareer and older workers stay employed longer? What steps can we take to support them as we transition to a more digital and sustainable economy, and make sure that age is no longer a barrier to work? In search of answers, the OECD and Generation, a global employment nonprofit network, teamed up to develop new research based on a survey of thousands of employed and unemployed people, and hiring managers in eight countries: the Czech Republic, France, Germany, Romania, Spain, Sweden, the United Kingdom, and the United States. The evidence presented in this report aims to foster a more inclusive and resilient labour market for workers at all stages of their careers.

Using panel data for Indonesia, Malawi, Peru and South Africa, this paper investigates the relationship between transitions to formal employment and workers’ labour income. It shows that transiting from informal to formal employment increases the probability of improving workers’ labour income in both absolute and relative terms. However, income gains from formalisation do not accrue to all workers equally. Switching to formal employment has the greatest potential to improve the labour income of the richest workers. The chances of improving the labour income of the poorest workers through formalisation are slim. Transitions between formal and informal employment affect income gains and losses differently for men and women, older and younger workers, and workers with different levels of schooling. The effects of labour market transitions on income changes are considerably greater in magnitude than other life events such as a births, separation, or death of a partner or spouse.

Spain has a high share of the working age population at risk of poverty or social exclusion and a high incidence of child poverty. While Spain has introduced a minimum income at the national level, social inclusion policies are the responsibility of the regions. At present, the coverage of the minimum income remains low and there are many differences in the design and implementation of social inclusion policies across regions, especially as a number of regions do not develop social inclusion strategies. There is also a lack of a multidimensional approach to social inclusion. This report develops options for new inclusion models that address current challenges and help formulate a coherent inclusion strategy. It also sets out a blueprint for developing a monitoring and evaluation framework. The recommendations aim to increase the effectiveness of minimum income policies and strengthen the co-ordination between social services, employment, health and housing.

The OECD review of Gender Equality in Colombia: Towards a Better Sharing of Paid and Unpaid Work is the third in a collection of reports focusing on Latin American and the Caribbean countries, and part of the series Gender Equality at Work. The report compares gender gaps in labour and educational outcomes in Colombia with other countries. Particular attention is put on the uneven distribution of unpaid work, and the extra burden this places on women. It investigates how policies and programmes in Colombia can make this distribution more equitable. The first part of the report reviews the evidence on gender gaps and on what causes these, including the role played by attitudes. The second part develops a comprehensive framework to address these challenges, presenting a broad range of options to reduce the unpaid work burden falling on women, and to increase women’s labour income. Earlier reviews in the same collection have looked at gender equality policies in Chile (2021) and Peru (2022).