Based on your profile
Your selected answers are organized into four profile areas before being compared with the program information.
College program exploration
Explore programs that connect with what matters to you.
Share your academic interests, skills, career goals, and work preferences. The system compares your answers with the available program profiles and explains its recommendations.
4student profile areas
Top 3ranked recommendations
Whymatching concepts explained
Your answersInterests and goals
Text similarityTF-IDF + cosine similarity
Clear resultsScores and explanations
Designed to be clear
Understand your recommendations
Explore ranked matches and the actual concepts that connect your answers with program profiles.
Ranked by text similarity
The existing TF-IDF model and cosine similarity process rank the closest available program profiles.
Reasons you can review
Each result includes its similarity score, shared concepts, and an explanation based on profile evidence.
A simple process
How it works
From your selections to an explainable list of program matches.
- 1
Choose your answers
Select options in each of the four questionnaire sections.
- 2
Build your profile
Your choices are converted into text and processed by the existing system pipeline.
- 3
Compare program profiles
The system ranks available profiles using the shared TF-IDF model and cosine similarity.
- 4
Review the results
See up to three recommendations, matching concepts, scores, and explanations.
Ready to begin?
Start with what interests you.
Your results are for program exploration, not a measure of admission chances or future success.
Knowledge-base-derived questionnaire. The questionnaire has not been validated as a research instrument.