CV–Job Description Matching with Semantic Ranking

Match CVs to job descriptions with semantic similarity, ranking features, and explainable skill-gap insights.

Categories

Tech Used

Problem

Recruiters and applicants need a faster way to evaluate role fit than manual keyword matching, especially when equivalent skills are phrased differently.

Approach

• Extracted role-relevant terms, skills, and text signals with NLP pipelines
• Computed semantic alignment using transformer embeddings and similarity methods
• Added scoring logic and missing-skill feedback to make results more actionable

Results

• More informative CV–JD matching than keyword overlap alone
• Actionable fit summaries that support screening and candidate improvement