Work
Selected work.
Analyses combining open public data with probabilistic methods. The common thread: every result exposes a distribution, not a point estimate.
Legislative analyticsFinnish Legislation as a Distribution: Statute Age, Output Rate & Citation Networks
A distributional analysis of the Finnish statute corpus via Semantic Finlex. Bayesian changepoint detection on legislative output rate, length distributions, and citation network centrality. Submitted to Lakimies.
Coming in Lakimies →EU Directive Implementation Delays: A Survival Analysis
EurLex transposition deadlines combined with Semantic Finlex enactment dates to model the distribution of Finland's implementation lag and predict future delays.
Labour Market Discussion Without Distributions Is Pseudo-Discussion
An 11-part Quarto/R series challenging point-estimate narratives in Finnish labour market policy. Regional mismatch, wage rigidity, job polarisation, and a generative Cobb-Douglas simulation finale.
Read the series (FI) →Nordic Skills Gap: A Bayesian Cross-Country Comparison
PIAAC microdata modelled as a Bayesian hierarchical model across Nordic countries — with implications for labour market policy and education system design.
Peer-reviewed research — Tampere University Eye Centre
Statistical analysis and co-authorship on two publications. Clinical data modelling, survival analysis, and outcome prediction.
National health and welfare statistics — THL (2016–2019)
Statistical researcher at the Finnish Institute for Health and Welfare. National register-based statistics and ~5 peer-reviewed publications.