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, with no standard structure or format, the data undergo extensive cleaning and processing. Sound analysis and contextualisation helps avoid interpretation errors and biases. You are 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 the use of big data to inform skills policies.

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This dashboard shows the difference in demand for occupations across regions. It displays the share of OJAs of a selected occupation of the total of the number of OJAs posted in regions.

Dashboard controls: ISCO occupations (ISCO 2-digit level) can be selected to display demand in regions (for more than one occupation by hold down the CTRL key). You can also focus on regions within one or several countries by selecting countries in the drop-down menu. To undo your selection, click on the selected items again. To undo the entire selection, refresh the window.

Regions and occupations