Healthcare Data Science Services

Transforming healthcare delivery through predictive analytics, medical AI, and ethical data solutions

I combine frontline Scottish social care experience with advanced AI expertise to build practical, patient-centered analytics solutions that improve outcomes and support clinical decision-making

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Healthcare Predictive Analytics

Machine learning models to forecast demand, optimize capacity, and improve patient flow across healthcare settings

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Medical AI & Clinical Decision Support

Deep learning systems for diagnostic support, risk assessment, and treatment optimization

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Population Health Analytics

Large-scale health data analysis to identify patterns, inequities, and intervention opportunities

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Health Data Engineering & Integration

GDPR-compliant data pipelines connecting fragmented health and social care systems

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Social Care Technology Solutions

AI-powered systems to support frontline care workers and improve care delivery

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Health Research & Academic Collaboration

Research partnerships for health data science, medical AI, and health informatics projects

My Approach

🏥 Patient-Centered AI

Having provided direct care to vulnerable populations, I understand that every data point represents a real person. My models are designed to support—not replace—clinical judgment and improve patient outcomes.

  • ✓ Explainable AI for clinical trust
  • ✓ Bias detection and fairness testing
  • ✓ Human-in-the-loop validation
  • ✓ Clear limitations documentation

🔐 Privacy & Ethics First

As an SSSC-registered care worker, I bring deep understanding of healthcare data governance, patient confidentiality, and the ethical complexities of health AI systems.

  • ✓ GDPR-compliant data processing
  • ✓ Synthetic data for demonstrations
  • ✓ Documented security controls
  • ✓ Ethical impact assessments

🤝 Collaborative Partnership

I work alongside clinical staff, care workers, and healthcare leaders to ensure solutions fit real workflows and address actual care delivery challenges.

  • ✓ Co-design with frontline staff
  • ✓ Regular stakeholder feedback loops
  • ✓ Plain-language documentation
  • ✓ Training and knowledge transfer

📚 Evidence-Based Practice

Every solution is grounded in rigorous methodology, validated against clinical outcomes, and supported by transparent documentation and reproducible code.

  • ✓ Robust model validation protocols
  • ✓ Clinical outcome evaluation
  • ✓ Reproducible research practices
  • ✓ Academic collaboration ready

How We Can Work Together

Project-Based Consulting

Defined scope, deliverables, and timeline for specific healthcare analytics challenges

  • • Fixed-fee project agreements
  • • Clear milestones and deliverables
  • • 3-6 month typical duration
  • • Best for: Specific NHS initiatives

Research Collaboration

Academic partnerships for health data science research and publications

  • • Health data science partnerships
  • • Co-authorship opportunities
  • • Grant application support
  • • Best for: Universities, research teams

Training & Knowledge Transfer

Build internal healthcare analytics capability within your organization

  • • Workshops for clinical staff
  • • Python/R training for analysts
  • • Documentation and guides
  • • Best for: Capacity building initiatives

Current Availability

MSc AI (University of Stirling) completed. Working full-time as an Operational Administrator. Available for:

💼 Consulting & Project Work

Data analytics, dashboards, AI/ML solutions, and business automation — scoped, fixed-fee engagements

🤝 Collaborations & Training

Research partnerships, workshops, Python/analytics training, and content collaborations

For project inquiries, collaborations, or training engagements, please get in touch.

Let's Improve Healthcare Together

Whether you need data analytics, AI solutions, or a research collaborator, I'd love to discuss how we can turn your data into decisions.