Long-term trends in labour productivity growth and employment growth
The use of industrial robots across the OECD
Large disparities in unemployment rate across OECD regions
Small aggregate changes in employment growth mask larger changes at the local level
Job creation is largely concentrated in capital regions
Within-country variation in education levels of workers is widening
People of working age population are increasingly concentrated in certain regions
Inter-regional migration flows between urban and rural regions
Change in the share of jobs by skill level
Jobs at risk of automation by country
Some countries have wide disparities in terms of risk of automation across regions
Share of jobs at risk of automation across selected North American and European TL2 regions, 2016
Share of jobs in occupations that are highly susceptible to automation
Four types of regions, according to employment growth in occupations and their risk of automation
Employment is declining in occupations at high risk of automation
Regions highly affected by automation display higher unemployment and lower productivity
Urban regions with a highly educated workforce have a lower risk of automation
More employment in the tradable sector means more automatable jobs
Top 5 occupations in terms of jobs at risk of automation