2026-01-13
Between Sprint and Stillness
Reflections on co-productive work between industry and research, and on how shared artifacts can create connection beyond formal collaboration.
reflection
Research & Practice
Maritime research, data, and collaboration
I work on research projects at the intersection of maritime systems, citizen science, and data-driven methods. This site documents ongoing work, decisions, and tools developed in contexts where research unfolds over long time horizons and across disciplinary boundaries.
Recent Writing
2026-01-06
Decision Trees and Ensemble Methods
A structured introduction to decision trees and ensemble methods, written as accompanying material for a Data Science lecture.
lecturemachine learning
2025-12-23
Looking back at 2025
A personal review of 2025, tracing projects, collaborations, and shifts in focus toward citizen science and marine research.
reflection
Featured Projects
concept
Smoke on the Water
Exploring links between wildfire smoke and marine habitats by integrating atmospheric and oceanographic data, with a focus on transparent analysis and environmental communication.
marine systemsenvironmental datadata integrationvisualizationscience communication
ongoing
Species identification in sonar data using simulation-informed modeling
Investigating how environmental data and simulation-based priors can support species classification in fisheries sonar data, with a focus on sprat and herring in the Baltic Sea.
marine systemsfisheries sciencesonarmachine learningsimulation
ongoing
Reflection tools for participatory research
Developing a set of reflection cards and minimalist posters to support structured conversations about participation, roles, and decision-making in research projects.
participatory researchresearch coordinationmethodsscience communication
ongoing
Otolith-based age determination for Baltic cod
A research project on machine learning–supported age determination of Baltic cod from otolith microscopy images. The work focuses on data consolidation, quality assessment, and the development of supervised models to support expert-based age reading.
fisherymachine learningimage analysisdata curation