Medical School Operations · Research-Backed ROI Model
What's the real cost of staying manual?
Every assumption is adjustable, and grounded in published AAMC enrollment data, LCME standards, and peer-reviewed research.
Estimated Annual Value
$275,010
across 6 operational categories
$124,800
$45,360
$31,680
Value Distribution
ROI Categories
Click to explore assumptions and evidence
Each slider includes the data source behind its default — AAMC benchmarks, LCME standards, and published research — so you can evaluate every number before adjusting it.
3-Year Projected Value
$825,030
Conservative estimate based on your assumptions. Does not include faculty satisfaction, student experience improvement, or competitive positioning for residency match outcomes.
Sources & Methodology
All default assumptions are grounded in publicly available data from AAMC, LCME, and peer-reviewed academic medicine research. This model uses conservative estimates and excludes qualitative benefits (faculty satisfaction, student experience, Match outcomes, institutional reputation) which represent additional unmeasured value.
AAMC
- FACTS Enrollment Data (2024)
- Faculty Salary Report FY 2025
- Analysis in Brief: Clerkship Sites (2018)
- Development Survey: Staff Compensation (2024)
- Curriculum Inventory Reports
- Medical School Operations Data Snapshots
LCME
- Functions & Structure Standards (2023–24)
- Elements 6.1, 6.3, 9.1–9.4
Published Research
- Cire et al., Network-Based Clinical Rotation Scheduling (POM)
- Agrawal et al., Baylor College of Medicine QI Study (2023)
- LCME Accreditation National Survey (Med Sci Educator, 2025)