Software Engineering · Advanced

CodeLens: An Explainable AI Lens for Developer Burnout Using GitHub Behavior

CodeLens, an explainable AI lens for developer burnout based on GitHub behaviour.

SHAPPythonGitDockerpytest

CodeLens, an explainable AI lens for developer burnout based on GitHub behaviour. It is offered as a reference project: a complete, worked example of how a system like this is designed, built and evaluated, so that a developer can study it, run it and learn from it.

It suits learners who want to practise engineering discipline: requirements, design, implementation, automated testing and measuring software quality.

The main parts are explanations of each result (feature importance or visual evidence), a clear requirements and design document, the working implementation, automated tests with quality metrics, and a report on what the measurements show. The reference build uses SHAP, Python, Git, Docker, and pytest, with a clear project structure, setup instructions and sample data so that it can be run and extended.