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Research

Is It Harder to Get Into Texas Medical School Now? What 10 Years of TMDSAS Data Actually Says

Premeds insist it's harder than ever to get into Texas med school. The TMDSAS data says something more precise: the acceptance rate has been flat near 35% for a decade — but the academic bar to clear it rose sharply. Here's what changed and what it means for you.

10 min read

Texas Medical School Acceptance Rate by GPA and MCAT (TMDSAS Chances Grid)

Your real question — 'what are my chances at a Texas med school with a 3.6 GPA and a 510 MCAT?' — has never had a public answer. TMDSAS publishes GPA and MCAT separately, never crossed. So we built the grid: TMDSAS acceptance rate by GPA and MCAT band, split by Texas residency, as a readable table.

15 min read

TMDSAS Acceptance Rate: 10 Years of Texas Med School Admissions Data

TMDSAS locks its admissions stats inside a Power BI dashboard. We extracted 10+ years and republished the full dataset as readable tables: acceptance, interview, matriculation rates by year, residency, and applicant type.

23 min read

TMDSAS Reapplicant Acceptance Rate: What the Texas Data Actually Shows

Do Texas medical schools penalize reapplicants? Using ten years of TMDSAS data, the reapplicant acceptance rate runs roughly 3 to 9 points below the overall cohort -- but the gap appears driven by metrics, not a reapplicant penalty. Here are the numbers, by entry year.

12 min read

TMDSAS Out-of-State Acceptance Rate: Is It Worth Applying to Texas?

The real out-of-state acceptance rate at Texas medical schools is about 16% — versus 40% for residents. We use 10 years of extracted TMDSAS data to settle whether OOS applicants should apply, including the 90% in-state cap, the funnel that confuses everyone, and the finding that half of OOS admits enroll elsewhere.

12 min read

AI in College Admissions Research: 4 Major Studies

4 studies on AI in college essays: detection F1=0.998, SES admit gap widened 31%, AI essays lose 22% authenticity, AI writes male and privileged.

17 min read

AI College Essays Sound Male and Privileged - Cornell Study

Cornell + Stanford analyzed ~170,000 essays: AI aligns with male, continuing-gen, and high-EC writing 65-92% of the time. GPT-4 is more skewed than GPT-3.5.

15 min read

20% of UC Applicants Wrote in Spanish. ChatGPT Wrote Zero.

Cornell + Stanford analyzed 35,789 Latinx UC applicants: 20% used some Spanish in their essays. Across ~26,000 GPT-3.5 and GPT-4 essays on the same prompts, 0% did.

12 min read

7 Words That Fingerprint an AI-Written College Essay

Cornell tested 8 LLMs on 30,000 college essays. The same abstract words gave every model away. Here's the list — and what to write instead.

11 min read

How Readers Evaluate AI-Assisted Essays — 22% Penalty

Same essay, different label. Foundry10 readers rated identical text 22% less authentic and 29% less ethical when told ChatGPT helped.

13 min read

Who Uses ChatGPT for College Essays? Not the Poorest Kids

22% of under-$50K applicants used AI on essays vs. 40% of $75-100K (Foundry10). Lower-SES users are penalized 1.85x more per unit of AI use (Cornell).

15 min read

Telling ChatGPT Your Identity Won't Make Essays Sound Like You

Cornell tested 8 LLMs: telling ChatGPT your race or first-gen status doesn't make essays sound like you. For Black applicants, it actively backfired.

12 min read

31% of Teachers Used ChatGPT for College Rec Letters

Foundry10 surveyed 425 teachers: 31% used AI for college rec letters. They rate their own use as more ethical than students do.

11 min read

Allied Health to MD - Pathways, Bridge Myths & Cost Reality

Allied health to medical school: only LECOM APAP (12 PA seats/yr) is a real bridge. RN, NP, pharmacist, paramedic bridges do not exist. The full data.

17 min read

First-Gen Med School Application Strategy Guide (2026)

AAMC FAP saves first-gen applicants ~$1,300 (MCAT $145 vs $355, AMCAS free for 20 schools). FG matriculants down to 10.7% in 2025.

16 min read

MCAT Retake Decision Framework - Data-Driven 2026 Guide

AAMC data: 60% improve on MCAT retake, 25% drop, 15% stay flat. Median gain +2-3 points if first attempt was 472-517, zero at 518+.

16 min read

Medical School Letters of Recommendation Strategy (2026)

Medical school letters of recommendation: AMCAS allows 10, 0% require committee letters, and only 3 of 76 letter traits predict performance.

19 min read

Medical Scribe to MD - Pre-Med Pathway Playbook (2026)

27% of MD applicants scribed (OR 1.61 for admission). Differentiation playbook: 1,200+ hour benchmark, essay framing, LOR strategy, common traps.

14 min read

Non-Traditional Medical School Personal Statement (2026)

74.3% of 2024 matriculants took a gap year. Personal statement scaffolds for 5 non-traditional archetypes, anchored to AAMC data.

17 min read

Post-Bacc vs SMP: The 4-Path Decision Framework (2026)

Post-bacc vs SMP: 4 paths, not 2. Career-changer post-baccs reach 99% acceptance; SMPs need 3.5+ GPA or they actively hurt your med school chances.

17 min read

MD vs DO: Complete Comparison Guide for Premeds (2026)

MD vs DO in 2026: training, philosophy, NRMP match (92.6% DO vs 93.5% MD), salary, scope, OMM, and how to choose. Data-driven, no spin.

21 min read

What Is AACOMAS? DO School Application Guide (2026)

AACOMAS is the centralized application for 44 of 46 US DO schools. Fee $198 first, $60 each additional. Cycle opens May 4, 2026.

18 min read

How Late Is Too Late? AMCAS Verification Timing and What It Means for Your Chances

Everyone says submit day one. But is a July submission actually worse than a June submission? Here is what the verification timeline data shows and when the quality-vs-speed tradeoff actually matters.

17 min read

Caribbean MD vs US DO: A Data-Driven Decision Guide

You want the MD degree but got into a Caribbean school and a US DO school. Reddit says Caribbean is terrible. Your family says MD sounds better. Here is what the match rates, attrition data, and total costs actually show.

16 min read

DO vs MD Match Rates by Specialty: What the Post-Merger Numbers Actually Show

The single accreditation merger was supposed to level the playing field. Here is what the NRMP data actually shows for DO vs MD match rates in competitive specialties like orthopedics, dermatology, and neurosurgery.

16 min read

Gap Year Before Medical School: What the Data Actually Says

The average medical school matriculant is now 24-25 years old. That means gap years are the norm, not the exception. Here is what the AAMC age data, acceptance statistics, and applicant surveys actually show.

14 min read

Mental Health Disclosure in Medical School Applications: What the Research Actually Says

A published study found admissions committee bias against mental health disclosures. Here is what the data shows, when to disclose, and how to frame it if you do.

17 min read

Reapplying to Medical School: What the Acceptance Rate Data Says About Second Cycles

First-time applicants have a 41 percent acceptance rate. Reapplicants have a 36 percent rate. But those top-line numbers hide the real story. Here is what the data actually tells you about your chances.

20 min read