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Several factors influence the likelihood that an applicant will be admitted, ranging from academic metrics to extracurricular depth and demographic considerations.
A combination of quantitative (GPA, test scores) and qualitative (essays, recommendations) signals that admissions committees evaluate.
Each factor is assigned a weight in predictive models; higher‑weight factors have greater impact on the resulting probability.
Knowing which levers can be improved helps applicants focus their efforts strategically.
Counselors use this knowledge to advise applicants on strengthening weak areas before submitting applications.
Extracurriculars are “nice‑to‑have” only – they can be decisive for selective schools.
Feature importance analysis (e.g., SHAP values) reveals how each variable contributes to the probability score.