Cookbook notebooks¶
The laiser-cookbook repository holds complete analyses built on LAiSER. Each opens directly in Google Colab, which is the quickest way to try the package without a local install.
Running in Colab
The notebooks use a hosted model, so add your provider key as a Colab secret (the key icon in the left sidebar) before running. To avoid needing a key, switch the extractor to a small local model as shown in the Quickstart — expect slower extraction on Colab's CPU runtime.
Job skill analysis¶
Extracts and visualizes the skills requested across a set of job postings, aimed at job seekers deciding what to learn next.
University program skill analysis¶
Extracts and categorizes the skills described in university program descriptions, for comparing what programs teach.
Pay equity analysis¶
Compares compensation against the skills each role actually requires, rather than job titles alone.