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AI Admissions Similarity Tool

An AI-driven admissions benchmarking tool that compares applicant profiles across GPA, test scores, and interests.

APPLICANT BENCHMARKING

Try a profile match

Illustrative demo
Try a profile match controls
Example profile B

3.50 GPA · 1390 SAT · Engineering

97%similarity
Example profile A

3.90 GPA · 1510 SAT · Engineering

95%similarity
Example profile C

3.80 GPA · 1490 SAT · Computer science

81%similarity

Synthetic applicant profiles, not admissions outcomes or acceptance odds. This local example uses GPA (50%), SAT (35%), and interest (15%); nothing is sent or saved.

About this project

Built a tool to scrape admissions data and compute similarity scores across GPA, test results, and interests.

Implemented applicant benchmarking with reach, target, and safety school classification, using Python, PRAW, and MongoDB.

How it works

  1. ADMISSIONS DATAPRAW ingestion
  2. SIMILARITY SCOREGPA · tests · interests
  3. SCHOOL BENCHMARKReach · target · safety

Built with

  • Python
  • PRAW
  • MongoDB