Visualizing each job on this planet
Think about you need to classify each single job title on this planet into 10 classes, how would you go about it?
This can be a pretty exhausting drawback to unravel. Nonetheless, the European Union has really taken it on. They named it: the ESCO project. (ESCO stands for European Expertise, Competences, {Qualifications} and Occupations)
Rattling I really like the EU.
What if we scraped their database of 3001 occupations and ran them by means of the well-known BERT mannequin? We might take a look at all of the alternative names for every title/occupation, and construct a community of jobs.
The result’s this projection: a community of each job on this planet, that clusters titles by similarity.
You can even run the PCA or t-SNE algorithms by means of it. These will cluster the roles in barely alternative ways. Go forward and search for your job title on the fitting pane, and see probably the most related jobs on the market (at the least in line with BERT).
February 10, 2022