of Swedish electricity distributors adopted a forecasting model I built
About me
Useful systems for complicated realities.
I am a Stockholm-based engineer, consultant and AI builder. My work sits between strategy and implementation: understanding complicated environments, identifying what matters, and turning that understanding into models, products and practical tools.
I am especially interested in problems where technology alone is not enough. The difficult part is often coordinating people, incentives, information, regulation and existing ways of working.
The recurring question
Different projects. The same underlying question.
Much of my work keeps returning to one question: how do people and organisations make good decisions when they have different incentives, incomplete information and limited time?
That question has taken different forms. I built the economic engine behind a four-stakeholder simulation of Sweden's energy transition. I developed a regulator-defensible forecasting model adopted by approximately 25% of Swedish electricity distributors. I studied why capable consultants struggled to adopt generative AI, then translated the findings into practical recommendations.
The output changes. The underlying work remains similar: understand the system, reduce unnecessary complexity, and build something people can actually use.
of continued reuse for an energy-transition simulation
person division assessed for practical AI opportunities
ECTS in humanities and political theory alongside engineering studies
Two sides of the profile
Technical depth, with a wider lens.
My education and work have developed along two parallel tracks. Together, they shape how I approach difficult decisions and new technology.
Engineering and building
I studied Industrial Engineering and Management at KTH, specialising in Financial Mathematics. My work includes forecasting, statistical analysis, Python simulation, React and Next.js applications, AI workflows and decision-support products.
People, institutions and judgment
Alongside engineering, I completed extensive coursework in philosophy, political science and literature at Stockholm University. That parallel track shaped how I approach technology: as something that operates inside organisations, regulations, cultures and human systems.
How I work
Three principles behind the output.
Understand before prescribing
Start with the actual incentives, constraints and available information.
Make complexity usable
A sophisticated solution is only valuable when people can understand and apply it.
Build toward adoption
The goal is not merely a correct analysis, but a model, product or decision that survives contact with reality.
Current focus
Exploring practical AI through a cross-disciplinary collective.
I am currently building the Independent AI Collective, a five-person group bringing together engineering, design and creative practice to explore practical AI automation for Swedish SMEs.
The focus is deliberately concrete: finding workflows where a small, well-designed system can create measurable value for the people using it.
Beyond the work
A technical path, never only technical.
Outside work, I have spent more than ten years playing classical piano and drums. I also care deeply about literature, art, photography, fitness, and the kinds of questions that rarely have purely technical answers. The photographs throughout this site are my own.
Bring me a difficult question.
I work best on problems that require analytical depth, practical judgment and a willingness to build.