Embeddings. What they are built on, which engineering problems they solve, and how they are used by the tech companies. Highly interesting in its own, but for me the MLOps mindset the author brings to the table is the best part of it. vickiboykis.com/what_are_emb...
"Je länger ich in der Wissenschaft arbeite, desto weniger Sinn sehe ich darin, noch ein weiteres Paper auf den Berg der wissenschaftlichen Publikationen zu werfen. Wer soll das denn alles lesen? Und am Ende ist das meiste davon nicht einmal reproduzierbar!" Andere Anreize sind nötig!
6. Züll mentions a technique to capture SEI, while avoiding open ended questions and Isco coding. www.gesis.org/fileadmin/up... I don't really have an opinion about this, but maybe others here have?
5. dceg.cancer.gov/tools/exposu... is very related work for the US-SOC
Software to code free-text job descriptions into standardized occupation classification codes to assist researchers in incorporating occupational risk factors into their studies.
4. github.com/malsch/occup... (if the data are already collected, this may be worth trying. But the focus here is really KldB, not Isco.) Hope this helps, happy to continue the discussion 🙂
Occupation Coding refers to coding short verbal texts (survey answers) into an occupational classification. This package implements several supervised learning techniques to simplify its automation...
A lot will depend on the admin data you are collecting, and you didn't really describe the restrictions you have. But here are some pointers on what you can try: 1. github.com/occupationMe...Suveycodings.orgweb.arbeitsagentur.de/berufenet/
A package to help with the (interactive) coding and measurement of occupations - GitHub - occupationMeasurement/occupationMeasurement: A package to help with the (interactive) coding and measuremen...