Project themes
Projects
My project work falls into three connected areas: commercial health innovation, biomedical data and evidence, and careful exploratory thinking about future research methods.
Selected projects
Work with evidence and judgement
These project routes show how I approach strategy, data and methods when the evidence is useful but incomplete.
Healthcare strategy case studies
A cross-case view of commercial health innovation work across evidence, adoption logic, market context and pathway fit.
ResearchBiomedical data and evidence
Secure health-data research, feature reasoning, model-evaluation limits and governance-aware interpretation.
Data preparationComputational toxicology workflow
High-level dose-toxicity data mapping and structured data-preparation work from a short research internship.
Exploratory methods
Future biological evidence methods
This is included as bounded methods thinking from rare-disease and underpowered research contexts. I am exploring methods to yield useful biological signal in sparse data realities, built on the back of my final year project's work
- Provenance-aware biological priors.
- Hypothesis-generation and study-design support.
- Missing-variable discovery and evidence-gap mapping.
- Disproof-first validation, negative controls and ablation testing.
- Clear separation between observed evidence, derived features and augmented assumptions.