Matching methodology

How personalized scholarship matching works

Scholarship Copilot helps students compare scholarship opportunities with the profile details they provide. The goal is to make scholarship research more focused, not to replace official scholarship rules or guarantee that a student will qualify for or receive an award.

What students provide

During onboarding, students can add details that commonly matter in scholarship searches. This can include academic level, intended major, current university or school, location, GPA, activities, leadership, volunteering, awards, work experience, financial-need context, career goals, and application materials.

The profile gives Scholarship Copilot context for surfacing opportunities that appear relevant to the student. Students can update profile details when their plans or background information changes.

What scholarship information may be compared

Eligibility requirements

Scholarship descriptions may include requirements tied to major, grade level, GPA, school, location, citizenship or residency, background, activities, essays, documents, or career goals.

Profile signals

A strong match may connect to one or more student traits, such as major, location, university, activities, race or ethnicity, gender, leadership, volunteering, or stated goals.

Broad opportunities

Some scholarships are open to many students. Those can still be useful when no listed requirement appears to conflict with the student profile.

What a match means

A match is a research shortcut

It means the scholarship appears relevant to the profile details available in Scholarship Copilot.

A match is not a guarantee

It does not guarantee eligibility, application acceptance, financial aid, selection, or award funding.

Official rules still control

Students should verify eligibility, deadlines, application instructions, required documents, and provider updates through the official scholarship source.

Students stay in control

Scholarship Copilot is an assistant for finding, organizing, and drafting. Students choose what to apply for and control final submissions.

How public scholarship-source links fit in

When a scholarship has an official provider or application source available in the product, students should use that source to confirm the latest requirements and deadlines. This page does not publish a scholarship directory or expose private student results.

Privacy and student information

Scholarship Copilot is designed around the profile details a student chooses to provide for matching and application support. Students should avoid adding sensitive information that is not needed for scholarship matching or applications.

This public page explains the matching process at a high level. It does not disclose source code, prompts, proprietary weighting, internal thresholds, database architecture, or private student data.

Start with your profile

Add your scholarship search details once, then review opportunities that appear connected to your education, background, interests, and goals.