Reports

This paper estimates the data intensity of occupations/sectors (i.e. the share of job postings per occupation/sector related to the production of data) using natural language processing (NLP) on job advertisements in the United Kingdom, Canada and the United States. Online job advertisement data collected by Lightcast provide timely and disaggregated insights into labour demand and skill requirements of different professions. The paper makes three major contributions. First, indicators created from the Lightcast data add to the understanding of digital skills in the labour market. Second, the results may advance the measurement of data assets in national account statistics. Third, the NLP methodology can handle up to 66 languages and can be adapted to measure concepts beyond digital skills. Results provide a ranking of data intensity across occupations, with data analytics activities contributing most to aggregate data intensity shares in all three countries. At the sectoral level, the emerging picture is more heterogeneous across countries. Differences in labour demand primarily explain those variations, with low data-intensive professions contributing most to aggregate data intensity in the United Kingdom. Estimates of investment in data, using a sum of costs approach and sectoral intensity shares, point to lower levels in the United Kingdom and Canada than in the United States.

This report examines Alberta's labour market trends, focusing on the impact of economic downturns, the COVID-19 crisis, and digital transformation. This study uses real-time labour market data, drawn from online job postings, to offer a granular perspective on demand dynamics across various sectors and occupations. The analysis in the report identifies emerging labour shortages in Alberta due to mega-trends such as digitalisation, AI adoption, automation, and population ageing and discusses key challenges such as youth unemployment and sector-specific labour shortages. The analysis in this report provides insights for policy makers, suggesting a need to support growing sectors, enhance digital skills development, address demand for health workers, and improve youth job access.

Canada has an ambitious plan to reduce the economy’s net emissions to zero by 2050. This will require a step change in mitigation action, with deep energy savings and near economy-wide replacement of fossil fuels with clean energy. Achieving this while minimising negative impacts on activity and living standards will be challenging. Canada is already using a range of policy instruments to propel its green transition – including carbon pricing, regulations, investment incentives, and public procurement of green technology. This Paper explores reforms that could make climate policies work better together to lock in both deep emissions reductions and strong economic growth. As with important efforts to prepare communities for the impacts of climate change, Canada’s provinces and territories will play a key role in the country’s green transition.

This paper analyses Memorial University’s contribution to the economic development of the province of Newfoundland and Labrador in Canada, specifically focusing on the university’s contributions to the provincial ocean economy. It analyses the university’s public engagement, entrepreneurship, and collaboration strategies, programs, and relationships to understand Memorial’s regional impact.

Québec is mobilised to become an innovation and entrepreneurial leader in North America, giving higher education institutions (HEIs) a central role in this drive. HEIs are pivotal in developing skills and nurturing talent, connecting and contributing to their communities, including firms, public authorities and civil society. The Stratégie québécoise de recherche et d’investissement en innovation (SQRI) has placed HEIs at the fore front of the provincial innovation and entrepreneurship efforts, including with an explicit spatial approach, through the 'innovation zones'. This review assesses the 'geography of higher education' in Québec through the examination of ten case study HEIs. These case studies represent examples of innovative and entrepreneurial HEIs that support entrepreneurship and innovation in their communities. In particular, the case studies tell the story of the province of Québec in creating sustainable entrepreneurship and innovation, connecting actors and mobilising resources and policies. The review offers actionable policy recommendations to generate further progress in this direction.

The paper discusses the implications of recent advances in artificial intelligence for knowledge workers, focusing on possible complementarities and substitution between machine translation tools and language professionals. The emergence of machine translation tools could enhance social welfare through enhanced opportunities for inter-language communication but also create new threats because of persisting low levels of accuracy and quality in the translation output. The paper uses data on online job vacancies to map the evolution of the demand for language professionals between 2015 and 2019 in 10 countries and illustrates the set of skills that are considered important by employers seeking to hire language professionals through job vacancies posted on line.

New OECD surveys of employers and workers in the manufacturing and finance sectors of seven countries shed new light on the impact that Artificial Intelligence has on the workplace —an under-researched area to date due to lack of data. The findings suggest that both workers and their employers are generally very positive about the impact of AI on performance and working conditions. However, there are also concerns, including about job loss—an issue that should be closely monitored. The surveys also indicate that, while many workers trust their employers when it comes to the implementation of AI in the workplace, more can be done to improve trust. In particular, the surveys show that both training and worker consultation are associated with better outcomes for workers.

As societies become increasingly digital, cyber security has become a priority for individuals, companies and nations. The number of cyber attacks is exceeding defence capabilities, and one reason for this is the lack of an adequately skilled cyber security workforce. This report analyses the demand for cyber security professionals in Australia, Canada, New Zealand, the United Kingdom and the United States using information contained in online job postings. The analysis looks at recent trends in the demand for workers in different types of cyber security roles, the geographical distribution of cyber security job postings, and the changing skill requirements for professionals in this field. The report also looks at the supply side, zooming in on the landscape of cyber security education and training programmes in England (United Kingdom). It describes the different types of programmes provided in further and higher education, the profile of learners in these programmes and their outcomes. Finally, the report also looks at policies and initiatives adopted in England to make cyber security education and training programmes more accessible and relevant. This report is part of a larger initiative examining the evolution of policies and experiences in the cyber security profession around the world.