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

πŸ₯ 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 supportβ€”not replaceβ€”clinical judgment and improve patient outcomes.

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

πŸ” 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.

  • βœ“ GDPR-compliant data processing
  • βœ“ Synthetic data for demonstrations
  • βœ“ Documented security controls
  • βœ“ 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.

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

πŸ“š Evidence-Based Practice

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

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

How We Can Work Together

Project-Based Consulting

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

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

Research Collaboration

Academic partnerships for health data science research and publications

  • β€’ PhD collaboration (starting 2026)
  • β€’ Co-authorship opportunities
  • β€’ Grant application support
  • β€’ Best for: Universities, research teams

Training & Knowledge Transfer

Build internal healthcare analytics capability within your organization

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

Current Availability

Completing MSc AI at University of Stirling (2025). Available for:

πŸŽ“ PhD Opportunities

Seeking funded positions starting 2026 in Health Data Science, Medical AI, or Health Informatics

πŸ’Ό Healthcare Data Roles

Open to full-time positions with NHS Scotland, health tech companies, or research institutions

For project inquiries, research collaborations, or PhD supervision discussions, please get in touch.

Let's Improve Healthcare Together

Whether you're looking for a data scientist, PhD candidate, or research collaborator, I'd love to discuss how we can advance patient care through data.