Summary
AI Product Builder with a background in enterprise analytics and operations. Combines product ownership with hands-on delivery of LLM systems, bringing measurement rigor from psychology and neuroscience research. Ranked top 0.1% nationally in Finland’s matriculation examination and maintained top grades while studying psychology and economics concurrently.
Experience
Pandatron · Helsinki (Full-time)
Operations Assistant → AI Analyst → Product Management · May 2025 - Present
Strategy-execution platform helping large organisations succeed at business transformation. Worked across operations and enterprise analytics; promoted to AI Analyst in Sep 2025 and expanded into product management in early 2026.
- Produced reports and analysed employee conversations for enterprise transformation programmes, including AI adoption, turning qualitative data into evidence-backed leadership insights.
- Proposed, designed and led delivery of an agent-powered analytics product, reducing monthly reporting effort from 20+ hours to under one hour per client. Case study
- Shipped production LLM workflows and features across frontend and backend analytics pipelines; designed evaluation rubrics and ran evaluations for coaching and analytics agents.
- Built prototypes for product experiments, enterprise use cases and sales demonstrations.
MPS Enterprises (MPS-Yhtiöt) · Helsinki (Part-time)
Psychology Assistant · Jan 2024 - Mar 2025
- Served on the AI working group at a Nordic HR consultancy; authored documentation for a new knowledge-management platform while completing my degree.
University of Helsinki · Helsinki
Research Assistant, O'BRAIN Lab and Attentional Multimodal Networks group · Jun 2023 - Aug 2023; May 2024 - Jun 2024
- Built a cognitive test battery for an fMRI study on eating behaviour; collected and analysed fMRI and EEG data on auditory and visual attention.
- Coauthor of FinnFoodPics, published in Food Quality and Preference (2025).
Finnish Defence Forces (Finnish Navy)
Squad Leader, Conscript Service · Jul 2021 - Jun 2022
- Graduated top of the naval squad leader course (56 participants).
Core skills
LLM, AI agents & evaluation engineering: LLM workflows and data pipelines · evaluation rubrics · agentic engineering
Product & delivery: requirements analysis and specification · prototyping and validation · cross-functional delivery
Research & measurement: experimental design · qualitative and quantitative analysis · R · Python · SQL
Engineering: React · Node.js · Postgres · MongoDB · AWS · agentic coding tools
Education
Hanken School of Economics · Economics
- Studies started 2023; currently paused. 107/180 ECTS completed · Grade average: 4.5/5
University of Helsinki · Bachelor's degree in Psychology
- 2022 - 2025 · Grade average: 4.7/5
- Focus: computational neuroscience and statistics. Thesis (5/5): Value-driven visual selective attention: Results from fMRI studies.
Brändö Gymnasium
- Aug 2018 - Jun 2021 · Matriculation examination in the top 0.1% nationally (six laudaturs)
Languages
Finnish · English · Swedish