Selected work. HEOR, market access, responsible AI, and implementation.
Each card says which question the work answers, what I did and what it shows. Open the article pages, or download the poster as a PDF.
Selected work
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Exercise after colon cancer treatment: is it worth the cost in Norway?
- Question
- What would a three-year structured exercise programme cost and gain for patients in Norway?
- My role
- Built the cost-utility model in R for my master's thesis; it weighs costs against health gained.
- Shows
- A health economic model taken from question to results, uncertainty included.
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My rule for AI: check every answer against its source and leave the final judgement to people.
From the text Responsible AI implementation in practice
- Question
- How can each department use AI on its real daily tasks without trusting unchecked answers?
- My role
- Built AI-supported ways of working for every department on the pharmaceutical side of Roche Norge and taught one department at a time.
- Shows
- A responsible approach to AI: I built a check that compares AI answers with their sources, and people keep the final judgement.
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As political recognition of workforce scarcity expanded, the actual methodology to measure it contracted.
From the text The Resource Criterion: 28 Years of Asking the Same Question
- Question
- How does Norway take the shortage of healthcare staff into account when it assesses new medicines?
- My role
- Author: analysed 1,408 public documents from 28 years and classified 995 assessments of new medicines.
- Shows
- A large public record read systematically, ending in one clear finding.
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SMDM 2026 poster: The Traffic Light Framework
“The Traffic Light Framework: Incorporating Healthcare Personnel Scarcity into Health Technology Assessment”, presented at the SMDM 2026 48th Annual Meeting (Society for Medical Decision Making) in Oslo on 30 June 2026 (poster 311). Lee B. Lusted Student Prize finalist.
- Question
- How can a shortage of healthcare staff count when new treatments are assessed?
- My role
- Responsible for the poster and its presentation. In our internship team of three, I proposed the framework and managed the project weekly.
- Shows
- Project delivery, from my own stakeholder interviews to presenting the findings at a Ministry of Health and Care Services expert group meeting.
PDF, 6.6 MB Download the poster
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The problem is that “time to access” is not one clock.
From the text Norway does not need one access clock. It needs better handoffs.
- Question
- Who owns each delay between a new treatment and the patient in Norway?
- My role
- Author. The framework of five handoffs is my own, built on 20 verified sources.
- Shows
- A policy proposal that makes five handoffs visible without weakening public authority over priority-setting.