🧬🧪💻📊BBMH Codes🧬🧪💻📊

Applied Healthcare Analytics & GenAI for Maternal and Public Health Decision-Making

These examples showcase how I design analytic solutions-from data intake to equity-aware interpretation.

Public demos show the approach and outputs. Full production pipelines are developed through professional engagements.

Goal demonstrate capability without releasing client-grade implementations.

What this page demonstrates:

  • Data extraction, cleaning, and integration (claims/EHR/quality)

  • Audit checks for accuracy and reporting readiness

  • Equity flags (race, geography, time)

  • Tableau-style storytelling (visual -> insight -> action)

  • GenAI-assisted summaries (stakeholder-ready)

Interactive Demo: AI-Assisted Maternal Health Equity Analysis:

Uses synthetic or publicly available data structures to demonstrate analytic approach only.

  • This demo loads a pubic-health style, dataset, performs integrity checks, flags equity patterns, and generate a stakeholder-friendly summary.

    Demonstration only-full implementations are developed per client/project.

What this demonstrates:

  • Extract / clean / validate analysis-ready datasets

  • Equity-aware stratification (race, geography, time)

  • Audit-ready checks (missingness, outliers, schema)

  • Narrative synthesis for non-technical stakeholders

Interactive Demo: Unified Healthcare Analytic View

This mirrors how payers and health systems monitor cost, utilization, and quality performance across populations.

Description:

This demo simulates combining claims-like, EHR-like, and quality reporting tables into one unified reporting view.

Outputs shown:

  • Jointed "patient-month" table

  • PMPM cost proxy

  • utilization measures

  • a quality flag

  • audit check summary

Tableau Examples (Quality + Cost Variation)

  • What changed over time

  • Where variation is highest

  • What action a hospital could take next

GenAI in Healthcare Analytics (Human-in-the-Loop)

I design human-in-the-loop GenAI workflows that support (not replace) analyst judgement-especially for summarizing findings, drafting stakeholder briefs, and identifying quality risks.

Mini examples:

  • Auto-draft an executive summary from analytic outputs

  • Generate "audit notes for data quality exceptions

  • Produce plain-language explanations for non-technical stakeholders

Work With Me

I'm available for healthcare analytics roles and consulting projects focused on performance improvement, quality measurement, and equity-aware reporting. If you're hiring or need analytics support, I can help turn complex healthcare date into actional insight.

  • Discuss a Role

  • Request a Consulting Quote

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