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    Medical school operations. A model you can argue with.

    What's the real cost of staying manual?

    School size and standard counts start from published AAMC and LCME figures. Time-saved percentages are assumptions. Set them to what your shop would defend.

    Modeled annual figure (your assumptions)

    $275,010

    across 6 operational categories

    Administrative Overhead Recovery

    $124,800

    Evaluation & Assessment Compliance

    $45,360

    Clinical Site Coordination

    $31,680

    Value Distribution

    $25k
    $32k
    $29k
    $45k
    $19k
    $125k
    LCME Accreditation Readiness · $25k
    Clinical Site Coordination · $32k
    Clerkship & Elective Scheduling · $29k
    Evaluation & Assessment Compliance · $45k
    Curriculum Mapping & Reporting · $19k
    Administrative Overhead Recovery · $125k

    ROI Categories

    Click to explore assumptions and evidence

    School size and standard counts cite AAMC and LCME publications. Time-saved percentages are assumptions. Set them to what you would defend.

    The LCME self-study process spans 18 months and involves dozens of faculty and staff assembling evidence for 12 standards and 93 elements. Schools that lack structured data systems face the highest burden.

    12 standards
    620

    LCME accreditation encompasses 12 standards divided into 93 elements. Approximately 12 standards require ongoing quantitative data collection (ED-2 through ED-11, MS-8, MS-31) versus policy-only documentation.

    LCME Functions & Structure, 2023-24
    60 hrs
    20120

    FSU's College of Medicine described their LCME self-study as an '18-month' process involving multiple subcommittees per standard. Published estimates place direct staff effort at 40-80 hours per data-intensive standard per accreditation cycle.

    FSU College of Medicine, 2018
    70%
    4085

    When competency maps, evaluation completion rates, and duty-hour logs are already in a structured system, the assembly work shifts from 'rebuilding from scratch' to 'reviewing and verifying', eliminating the manual spreadsheet-to-report pipeline.

    $50
    $30$80

    $50/hr represents the blended loaded cost for accreditation coordinators, assessment directors, and data analysts. The AAMC Faculty Salary Report benchmarks academic medicine compensation annually.

    AAMC Faculty Salary Report FY 2025

    As medical school enrollment has grown 29% since 2002, competition for clinical training sites has intensified. 46% of schools reported payment pressure from existing sites in 2017.

    80 sites
    10300

    The 2018 AAMC Analysis in Brief documented growing competition for clinical training sites among 151+ accredited schools, with concerns about site availability rising year over year. Schools typically manage 50-200 affiliated sites.

    AAMC Analysis in Brief, May 2018
    18 hrs
    540

    Per-site administrative burden includes affiliation agreement negotiation and renewal, LCME-required capacity documentation, preceptor credentialing, and site visit coordination. At ~1.5 hrs/month per active site, this totals 18 hrs/year.

    55%
    3075

    The AAMC endorsed its Uniform Clinical Training Affiliation Agreement specifically to 'reduce the need to negotiate and re-negotiate agreements'. Digital workflows extend this principle to all site management tasks.

    AAMC Uniform Clinical Training Affiliation Agreement
    $40
    $25$65

    $40/hr reflects loaded cost for clinical placement coordinators, typically lower on the pay scale than faculty. AAMC staff compensation survey data positions coordinator salaries in the $38K-$62K base range.

    AAMC Development Survey: Staff Compensation, 2024

    Network-based optimization research shows that clinical rotation scheduling is an NP-hard combinatorial problem. Manual approaches can't scale without exponential staff time.

    300 students
    50800

    AAMC 2024 FACTS data shows 98,766 total enrollment across 157 accredited U.S. MD-granting schools, approximately 628 students per school, with ~300 in clinical years (M3/M4) at any given time.

    AAMC 2024 FACTS: Enrollment Data
    10 rotations
    614

    LCME Element 6.3 requires clerkships in internal medicine, surgery, pediatrics, OB/GYN, psychiatry, and family medicine (6 required), plus 3-5 elective rotations in the M4 year = 10 rotations/student/year.

    LCME Element 6.3: Clinical Curriculum
    20 min
    545

    Research by Cire, Diamant & Yunes modeled clinical rotation scheduling as a network optimization problem, documenting that manual placement requires iterative capacity checks, conflict resolution, and confirmation steps per student.

    Cire et al., Network-Based Clinical Rotation Scheduling
    65%
    4085

    Automated scheduling platforms use constraint-satisfaction algorithms to resolve the combinatorial complexity that makes manual scheduling intractable. Published implementations report 50-80% staff time reduction.

    At Baylor College of Medicine, 59% of 577 faculty had incomplete evaluations at baseline: 1,536 total delinquent evaluations in a single academic year. Targeted interventions reduced this by 30+ percentage points.

    600 students
    1001500

    AAMC FACTS 2024: 98,766 total enrollment ÷ 157 schools ≈ 629 students/school. Rounded to 600 as a conservative default for mid-size schools.

    AAMC 2024 FACTS: Enrollment Data
    18 evals
    840

    LCME Elements 9.1-9.4 require formative and summative assessments: mid-clerkship feedback (6), end-of-clerkship (6), OSCE (2), course evaluations (2), peer evals (2) = 18/student/year minimum.

    LCME Standards 9.1-9.4: Student Assessment
    35%
    1555

    Baylor College of Medicine's 2023 QI study found 59% of faculty had incomplete evaluations at baseline. After interventions including automated reminders and program director escalation, rates improved. 35% represents post-initial-improvement baseline.

    Agrawal et al., Baylor QI Study, 2023
    $15
    $5$35

    Each follow-up cycle: automated reminder (1 min) + manual check (2 min) + direct message (3 min) + escalation to director (5 min) + documentation (2 min) ≈ 13 min × $45/hr loaded rate ≈ $10-$18 per chase.

    LCME Element 6.1 requires schools to document curriculum content and objectives mapped to competencies. A 2025 national survey found that data assembly for accreditation remains among the top challenges schools face.

    40 courses
    1580

    A standard 4-year MD curriculum includes ~20-25 preclinical courses, 6-8 required clerkships, and 7-10 integrated/elective blocks. The AAMC Curriculum Inventory captures this structure across 155+ schools.

    AAMC Curriculum Inventory Reports
    12 hrs
    530

    Annual tasks include: learning objective review and update, competency framework tagging (ACGME/AAMC), gap analysis across the curriculum, and committee report generation, averaging 10-15 hrs/course/year.

    60%
    4080

    Live curriculum mapping systems eliminate the annual 'rebuild the spreadsheet' cycle. Automated gap analysis flags missing competencies in real time rather than during manual annual review.

    $65
    $40$100

    Blended rate reflecting course director time (faculty, $80-120/hr loaded) and curriculum staff ($35-50/hr loaded). Faculty involvement drives the weighted average to ~$65/hr.

    AAMC Faculty Salary Report FY 2025

    The AAMC's Medical School Operations Data Snapshots track administrative staffing, organizational structure, and resource allocation across all accredited U.S. medical schools, providing the benchmark data behind these defaults.

    8 FTEs
    230

    Schools with ~600 students typically employ 6-12 admin/coordinator FTEs across the Dean's office, Office of Assessment, clerkship coordination, and student affairs, not including faculty or IT staff.

    AAMC Medical School Operations Data Snapshots
    40%
    2070

    40% is a conservative estimate. Academic medical centers frequently report that coordinators often spend a large share of their time on spreadsheet maintenance, email-based approval workflows, and re-entering data across disconnected systems.

    60%
    4080

    Not all administrative work is automatable: relationship management, professional judgment, committee participation, and mentoring remain. 60% captures the data entry, reconciliation, and reporting tasks that platforms can absorb.

    $65,000
    $45,000$120,000

    $65K loaded salary aligns with AAMC compensation benchmarks: administrative coordinator base salaries range $45K-$75K, with ~30% overhead for benefits, FICA, and institutional costs.

    AAMC Development Survey: Staff Compensation, 2024

    3-Year Projected Value

    $825,030

    Three times the annual figure above. No implementation ramp. Categories overlap, so do not brief this as additive cash.

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    Sources & Methodology

    Counts you can check in AAMC and LCME publications are cited on the slider. Time-saved percentages are not. Categories overlap. This is a discussion model, not a budget line.

    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)