Cosine Similarity Scoring for Job Description Matching

Cosine similarity scoring is a mathematical method that AI-powered job matching tools use to measure how closely the language in your resume aligns with the language in a job description, producing a relevance score that influences whether your application surfaces in employer searches. A low score can mean your application is effectively invisible even if your skills are a strong real-world fit.

For people rebuilding careers after incarceration, learning to use AI tools that leverage cosine similarity helps you mirror employer language strategically, closing the vocabulary gap between your lived experience and the terminology employers are actively searching for without misrepresenting your background.