Projects
My projects focus on reproducible data access, scientific software, machine learning, and research infrastructure. I especially enjoy building the layer between difficult source systems and researchers who need clean, analyzable data.
Cultural heritage & bibliographic data
finna — Finna API for R
An open-source R package for retrieving and analyzing cultural heritage metadata from Finland’s Finna service. It provides reproducible access to records from libraries, museums, archives, and other cultural heritage organizations.
Focus: API clients · metadata retrieval · reproducible workflows · digital humanities
finto — Semantic vocabularies and ontologies
R tooling for accessing Finnish vocabulary and ontology services. The work supports concept lookup, multilingual metadata enrichment, semantic search, and the use of controlled vocabularies in computational research.
Focus: linked data · ontologies · multilingual metadata · semantic enrichment
fennica — Finnish national bibliography workflows
Tools and analysis workflows for working with Finnish national bibliography data at scale, including harmonization and computational analysis of historical publication metadata.
Focus: bibliographic data science · metadata harmonization · cultural history · R
Computational biology
LimROTS
A hybrid statistical method and Bioconductor package that combines empirical Bayes modeling with reproducibility-optimized statistics for robust differential expression analysis.
Focus: statistical programming · proteomics · Bioconductor · reproducibility
iSEEtree
An interactive explorer for hierarchical biological data, developed as part of a collaborative scientific software project.
Focus: interactive analysis · visualization · hierarchical data · Bioconductor
Research engineering
AI-assisted reproducible analysis
Methodological work exploring how AI systems can help researchers construct transparent computational workflows across data retrieval, cleaning, variable construction, statistical analysis, visualization, and reporting.
Focus: AI agents · reproducibility · evaluation · statistical workflows · provenance