Scored against 118 published personal statements from Johns Hopkins “Essays That Worked” and the Harvard Crimson (2019–2024). The qualities measured are the ones that actually separate those essays from strong drafts — naming specific things, domain vocabulary, humour, unusual pairings — not prose polish, which stops discriminating once the writing is competent. This does not predict an admissions decision, and nothing can.