Question 1

How does the scholarship probability calculator work?

Accepted Answer

The Vysas AI scholarship probability calculator uses a 3-stage pipeline: (1) Semantic retrieval matches your profile against hundreds of scholarships using embedding similarity, (2) A ranking model scores each match based on GPA, nationality, field of study, and work experience, (3) An LLM verifier checks eligibility against the specific scholarship requirements. You receive a probability score with confidence intervals and SHAP explanations showing which factors helped or hurt your chances.

Question 2

What information do I need to calculate my scholarship chances?

Accepted Answer

At minimum, you need your nationality, academic score (GPA/CGPA), and target degree level (Masters or PhD). For better predictions, also provide your major, work experience, research publications, test scores (IELTS, GRE), research interests, and career goals.

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