Important: Please note!

Please note that Cedefop's skills intelligence based on OJAs is being continuously improved. Posted by millions of employers on thousands of websites, without standard structure or format, the data undergo extensive cleaning and processing. Sound analysis and contextualisation helps avoid interpretation errors and biases. It is advised to use Skills-OVATE as a complement to other sources, such as skills or household surveys. Please read Cedefop’s publications to learn about OJA based skills intelligence and challenges related to use of big data to inform skills policies.

Data visualisation is powered by Tableau public. By using the tool you agree with the general policies of Tableau.

This dashboard shows differences in demand for occupations across countries. The share of a selected occupation in the total number of OJAs in a given country is displayed.

Dashboard controls: Please select occupations (ISCO 2 or 3 digit) to display demand differences across countries (you can select more than one occupation by holding the CTRL-key). To undo your selection, click on the selected items again. To undo the entire selection, refresh the window.

Demand for occupations