Data Scientist & AI Architect · Helsinki
I turn uncertain data and difficult AI problems into dependable systems that improve decisions and work in practice.
My work spans the full path from problem framing and data foundations to modelling, software, and operational adoption. I am a Senior Data Scientist at Vuono Group.
Selected work
Public cases · Vuono Group
Vuono Group's public case describes an architecture and strategy project for Storia, a logistics company with over a century of operations. The work turned extensive historical operational data into a prioritised plan for analytics and AI.
The result aligned leadership and IT on one plan: mapped data flows, an integration platform strategy, and prioritised AI use cases with a foundation for real-time analytics.
Read the public case at Vuono GroupVuono Group's public case describes an R&D project I drove for EXC Group. The work turned ultrasonic measurement data into a repeatable workflow for developing and comparing wind-estimation methods.
The result gave the R&D team a repeatable basis for decisions: measured and synthetic data, explicit benchmarks, comparable algorithms, and a modular software baseline for embedded development.
Read the public case at Vuono GroupPublic work
Selected writing and research on how process design, data quality, and machine learning combine to improve real decisions.
Reliable AI agents depend on business-process context and framed autonomy: shared case identifiers, defined process states, and clear boundaries on what an agent may change.
AI work creates value only when process ownership and the resulting action are clear.
This practical guide covers quality assurance across the full environmental water-monitoring lifecycle, from observation and storage to validation, reporting, and reuse.
A co-authored method for finding outliers in river and groundwater monitoring series by using the correlation between related measurement points, published in Hydrology Research.
Video
Contact
I work with organisations through Vuono Group. If the challenge spans business process, data, modelling, and delivery, the best way to reach me directly is LinkedIn.Connect on LinkedIn
