Professional portfolio
Jubileejoy "JJ" Zirebwa
Biomedical science, healthcare strategy and evidence-led innovation.
I work with biomedical evidence, structuring it into clear judgement: what a technology claims, what the evidence supports, where it might fit in a pathway, and what still needs to be tested. My selected work spans AI/MedTech governance, market intelligence, competitor analysis, secure biomedical data research and early computational toxicology.
Start here
Best starting points
Start here for a clear view of how I work across healthcare strategy, AI governance and biomedical evidence.
Health Innovation East
A one-year placement working across NHS-facing innovation, evidence, pathway fit and adoption logic.
AI/MedTech governanceGovernance toolkit
Internal guidance I authored to turn regulation, evidence, data governance and implementation issues into usable advisory material.
Market analysisMarket intelligence and competitor analysis
Company search, competitor comparison, trend summaries and adoption-readiness work for health innovation contexts.
Academic researchFinal-year project governance
A governance-bound biomedical data project in a secure genomics-linked research environment.
Portfolio themes
How the work connects
The strongest thread is structured judgement: turning scientific, market and governance information into clearer decisions without overstating the evidence.
- Healthcare commercial strategy. Evidence briefs, competitor analysis, QOF/adoption logic, pathway fit and business-case support.
- AI/MedTech governance. Regulatory framing, evidence standards, DTAC, clinical safety awareness, information governance and monitoring.
- Biomedical data and evidence. Secure health-data research, feature reasoning, model-evaluation limits and computational toxicology data preparation.
- Academic and research profile. Biomedical Science grounding across pathology, genetics, pharmacology, translational medicine and scientific writing.
Selected work
Case studies
The case studies focus on the problem, my role, the approach and the judgement involved. They are written for public reading, with sensitive details kept out.
Health Innovation East
Commercial health innovation work across evidence, market intelligence, pathway fit and adoption reasoning.
AI/MedTechGovernance toolkit
A practical resource I authored to make AI/MedTech regulation, evidence and governance questions easier to use in advisory work.
Biomedical dataFinal-year project
Secure genomics-linked hospital trajectory analysis, with emphasis on design discipline, leakage control and honest limits.
Next stepContact and scope
Role interests, location and the best way to get in touch.
Confidentiality note
Selected examples are summarised at a high level to respect confidentiality. Internal documents, raw data, dissertation extracts and proprietary materials are not included; named examples do not imply endorsement by any organisation.