CASE STUDY · HIGHER EDUCATION

Evaluation & Executive Analytics

At the University of Pennsylvania, I supported complex evaluation and reporting systems across graduate medical education and institutional analytics—turning large volumes of quantitative and qualitative evidence into clear, usable decision support.

100+FELLOWSHIP PROGRAMS

20+DEPARTMENTS

107COORDINATORS

10,000+STUDENTS REPRESENTED

Privacy-safe reconstruction of a graduate medical education evaluation report

COLLECT→VALIDATE→ANALYZE→BENCHMARK→REPORT→ACT

The Challenge

Evaluation data arrived across programs, departments, competency areas, and narrative sources. Leaders needed consistent reports that preserved nuance while enabling comparison and action.

Strategic Response

Standardized collection, quality checks, benchmarking, quantitative summaries, and qualitative synthesis into repeatable reporting cycles.

Executive Value

Created a durable bridge between operational data and decisions about program quality, learner development, accreditation preparation, and resource allocation.

Three-panel privacy-safe suite showing learning climate, faculty program evaluation, and duty-hours monitoring — **Institutional evaluation and oversight suite.** Three distinct, privacy-safe views show how learning-climate evidence, faculty program evaluation, and duty-hours monitoring supported benchmarking, compliance review, and executive decision-making. No real trainee information is shown.

CollectMulti-source evaluation data

ValidateCompleteness and quality control

AnalyzeRatings, distributions, and trends

BenchmarkIndividual and cohort comparison

SynthesizeQualitative feedback themes

ReportClear executive summaries

SupportProgram review and preparation

ImproveClose the evidence-to-action loop

The original 130-page evaluation report is retained as confidential source evidence and is not included in the public production package.

DECISIONS SUPPORTED

From evaluation activity to institutional action.

Program improvement

Identify strengths, risks, and priorities for redesign.

Accreditation readiness

Translate evidence into review-ready documentation.

Duty-hours oversight

Surface rotation-level exceptions requiring attention.

Faculty development

Use feedback and benchmarks to guide support.

Learning environment

Connect trainee experience to executive decisions.