Healthcare Analytics
Clinical data analysis, hospital quality, readmissions, public health data, data quality and clinical interpretation.
01 · About
Clinical reasoning applied to healthcare data.
I am a Medical Doctor building a professional path across healthcare data analytics, clinical analytics, health informatics, and responsible healthcare AI.
My work starts with the healthcare question and unit of analysis, then moves through data quality, reproducible methods, interpretation, and communication. I am particularly interested in hospital quality, clinical data, interoperability, public health data, and decision-support analytics.
02 · Capabilities
Core skills
A clinical + analytical toolkit for healthcare data work.
Data & Statistics
Python, Pandas, NumPy, SQL, exploratory analysis, hypothesis testing, effect sizes and multiple-testing correction.
Visualization & BI
Power BI, Matplotlib, Seaborn, KPI design, dashboards and decision-oriented communication.
Health Informatics & ML
FHIR, HL7 v2, ICD-10-CM, LOINC, UCUM, Scikit-learn, classification and model evaluation.
PythonSQLPower BIPandasScikit-learnFHIRHL7 v2ICD-10-CMLOINCGitHub Actions
03 · Selected Work
Healthcare data portfolio
Projects selected for analytical rigor, clinical context, reproducibility, and transparent limitations.
01Flagship
Hospital Quality · Readmissions · Analytics
Hospital Readmission Intelligence
CMS HRRP FY2026 analysis covering 18,330 hospital-condition records across 3,055 hospitals and six HRRP conditions, with hospital benchmarking, geographic analysis, data-quality documentation, an interactive dashboard, and a methodologically separate patient-level research workflow.
PythonCMS HRRPHealthcare QualityScikit-learn
Open live dashboard ↗View repository ↗02Reproducible
Cardiovascular Analytics · Machine Learning
Heart Disease Analysis & Risk Modeling
Exploratory cardiovascular analysis with leakage-aware preprocessing, Logistic Regression, Random Forest, hold-out evaluation and cross-validation. The published analysis reports a Logistic Regression hold-out ROC-AUC of 0.933.
PythonScikit-learnEDACross-validation
View repository ↗03Informatics
FHIR · HL7 · Clinical Terminologies
FHIR Clinical Data Pipeline
A fully synthetic interoperability portfolio demonstrating Patient, Condition, Observation, MedicationRequest, Encounter and Bundle resources, plus HL7 v2 mapping and terminology use with ICD-10-CM, LOINC and UCUM.
FHIRHL7 v2LOINCUCUM
View repository ↗04Analytics
Clinical Data Quality · Statistics
Diabetes Medical Data Analysis
Reproducible data cleaning, EDA, statistical testing, effect-size analysis and multiple-testing correction. Dataset provenance uncertainty is explicitly documented as a data-governance limitation rather than assumed.
PandasSciPyStatisticsGitHub Actions
View repository ↗05Artifact Audit
Responsible Healthcare AI · Governance
Stroke Prediction Model — Artifact Audit
A transparent audit of published model artifacts. Integrity checks are reproducible, while performance claims are intentionally withheld because the original training dataset and complete training workflow are not available in the repository.
JoblibValidationModel CardGovernance
View repository ↗04 · Working Principles
Responsible healthcare analytics
Performance numbers are only useful when the evidence behind them is clear.
Clinical Question First
Define the healthcare question, population, outcome and unit of analysis before choosing methods.
Data Quality
Document missingness, provenance, implausible values, coding assumptions and analytical limitations.
Reproducibility
Use documented workflows, version control, automated checks and transparent decision trails.
Clinical Governance
Predictive models require validation, calibration, subgroup assessment and governance before real-world clinical use.
05 · Career Direction
Open to healthcare data opportunities.
Focused on the UAE, Gulf region, remote and international healthcare organizations.
Healthcare Data AnalystClinical Data AnalystHealth InformaticsPublic Health DataHealthcare BI AnalystClinical Analytics