نبذة عني
Data Scientist with 4+ years of experience designing enterprise-grade machine learning solutions, specializing in healthcare data interoperability and predictive modeling. Expert in Python, SQL, and GCP deployments, with…
Data Scientist with 4+ years of experience designing enterprise-grade machine learning solutions, specializing in healthcare data interoperability and predictive modeling. Expert in Python, SQL, and GCP deployments, with a proven track record of transforming structured and unstructured clinical data (HL7, FHIR, DICOM) into actionable insights. Adept at leading cross-functional teams in Agile environments to deliver scalable data products that improve patient outcomes and operational efficiency.
الخبرة
Data/ Business Analyst
<p>Designed and implemented robust data ingestion pipelines processing terabytes of structured and unstructured healthcare data (claims, EHR notes, medical imaging), reducing data latency by 40%.</p><p> Leveraged domain knowledge of HL7 and FHIR standards to engineer high-impact predictive features, improving model AUC by 15% for patient readmission risk scores.</p><p> Led the development of ensemble models using Python and Spark; deployed containerized solutions via Docker on GCP, ensuring 99.9% uptime for enterprise-grade applications.</p><p> Managed a team of 4 data scientists and engineers, utilizing Azure DevOps for sprint planning and CI/CD workflows, accelerating time-to-market for new data products by 30%.</p><p> Built automated monitoring dashboards to track data drift and model performance, ensuring strict adherence to data integrity and regulatory compliance standards.</p><p> Conducted deep-dive analysis on multi-modal data (text, tabular, images) to identify critical patterns in patient care pathways, directly influencing clinical protocol changes.</p><p> Applied PCA and cluster analysis to segment patient populations, enabling personalized care strategies that reduced operational costs by $2M annually.</p><p> Partnered with product managers and clinicians to translate complex statistical findings into clear, actionable stories, driving a 20% increase in user adoption of analytics tools.</p><p> Authored comprehensive technical documentation and data science strategies, standardizing best practices for model validation and testing across the organization.</p>
Data / Business Analyst
<p>Developed predictive models for resource allocation using SQL and Python, optimizing staff scheduling and reducing wait times by 18%.</p><p> Implemented automated testing frameworks for data pipelines, ensuring high-quality output and minimizing production errors.</p><p> Collaborated with engineering teams to migrate legacy on-premise models to GCP, enhancing scalability and compute efficiency.</p><p> Managed Policy Requests (PRs) and Rule Maintenance Requests (RMRs) supporting healthcare policy configuration and implementation for Medicare, Medicaid, and Commercial Health Plan clients, including Humana, Emblem Health, and Anthem.</p><p> Performed comprehensive audit reviews across multiple review levels to ensure compliance with client-specific business requirements and payer standards.</p><p> Conducted policy validation, rule verification, and quality assurance testing for healthcare policy releases across Medicare, Medicaid, and Commercial lines of business.</p><p> Collaborated with Policy Configuration, Business Operations, and Release Management teams to support successful implementation of policy updates for Humana, Emblem, and Anthem accounts.</p><p> Developed SQL queries and Power BI dashboards to monitor KPIs, operational metrics, and project/release performance.</p><p> Reviewed policy configurations and change requests to ensure accuracy, completeness, and adherence to release schedules across multiple health plan clients.</p><p> Supported release management activities including pre-release validation, post-release verification, and production readiness testing.</p><p> Prepared weekly status reports and communicated project and release progress to stakeholders and leadership.</p><p> Maintained audit documentation, testing evidence, release records, and compliance artifacts for Medicare, Medicaid, and Commercial Health Plan engagements.</p>
Data Analyst
<p>Supported project planning, coordination, and execution activities for healthcare technology initiatives.</p><p> Collaborated with stakeholders and technical teams to gather, document, and validate business requirements.</p><p> Tracked project timelines, milestones, deliverables, risks, issues, and action items on behalf of project managers.</p><p> Prepared project documentation, status reports, meeting minutes, process flows, and user guides.</p><p> Coordinated implementation, testing, deployment, and post-production support activities.</p><p> Performed data validation, quality reviews, and operational analysis to support business objectives.</p><p> Developed operational dashboards and reports using SQL, Excel, and Power BI to support leadership decision-making.</p><p> Assisted in workflow optimization and process improvement initiatives.</p>