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Definition

Several factors influence the likelihood that an applicant will be admitted, ranging from academic metrics to extracurricular depth and demographic considerations.

What it is

A combination of quantitative (GPA, test scores) and qualitative (essays, recommendations) signals that admissions committees evaluate.

How it works

Each factor is assigned a weight in predictive models; higher‑weight factors have greater impact on the resulting probability.

Why it matters

Knowing which levers can be improved helps applicants focus their efforts strategically.

How it is used in college admissions

Counselors use this knowledge to advise applicants on strengthening weak areas before submitting applications.

Common misconceptions

Extracurriculars are “nice‑to‑have” only – they can be decisive for selective schools.

Technical explanation

Feature importance analysis (e.g., SHAP values) reveals how each variable contributes to the probability score.

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