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Modular job matching with quantitative scoring on skills, experience and education.
Candidate-job scoring logic was hard to maintain and debug, and could not be extended or fed with new data easily.
A modular Streamlit proof of concept that scores candidate-job fit from weighted skills, experience, education and certifications.
Separating configuration, scoring and UI made the system easier to reason about, and it set up the ML version that followed (T2).