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Summary
Applied AI product professional with experience in translating ambiguous customer and business needs into product requirements, evaluation methods, and shipped AI features. Background in psychology and economics.
Experience
Pandatron · Helsinki (Full-time)
Strategy-execution platform helping large organizations succeed at business transformation.
Operations Assistant → AI Analyst & Product Manager · Apr 2025 – Present
- Designed the architecture of an agent-powered analytics dashboard used by leaders at Fortune 500s, and led a team of five engineers to ship it.
- Worked across operations, product, and engineering teams to take AI features from concept through requirements analysis, prototyping, evaluation, and delivery.
- Automated recurring reporting and analytics workflows, replacing manual processes with AI-driven reporting. Cut reporting time from ~2 days to 2 hours per report.
- Offered equity after the first month.
- Worked fully remote from 8 countries in 6 months.
MPS Enterprises (MPS-Yhtiöt) · Helsinki (Part-time)
Psychology Assistant · Jan 2024 – Mar 2025
- Part-time alongside studies at a Nordic HR consultancy. Served on the company's AI working group; authored documentation for a new knowledge-management platform we were launching.
University of Helsinki · Helsinki
Research Assistant, two labs (O'BRAIN Lab; Attentional Multimodal Networks group) · Summers 2023 & 2024
- Built a cognitive test battery for an fMRI study on eating behavior; collected and analyzed fMRI and EEG data on auditory and visual attention.
Finnish Defence Forces (Finnish Navy)
Squad Leader, Conscript Service · Jul 2021 – Jun 2022
- Mandatory conscription. Graduated top of my course (a class of 56).
Core skills
AI / LLM systems: LLM data pipelines · AI agents · evaluations engineering · agentic engineering
Product & delivery: cross-functional work across ops/product/engineering · prototyping & validation · requirement analysis and specification
Analytical foundation: experimental design · data analysis (R/Python/SQL)
Education
Hanken School of Economics · Economics
- On hold at 107/180 ECTS.
- Grade: 4.5/5
- Honorary nomination: Elected for list of Best Performing Students going on exchange 2025 (actual exchange was cancelled due to career pivot)
University of Helsinki · Psychology
- Bachelor (completed 2025). Focus on computational neuroscience and statistics. Grade: 4.7
- Thesis (5/5): Value-driven visual selective attention: Results from fMRI studies
Brändö Gymnasium
- Matriculation exam in the top 0.1% nationally (six laudaturs)
Additional
- Languages: Finnish, English, Swedish
- Tech: React, Node.js, Python, Postgres, SQL, MongoDB, AWS, agentic coding tools and harnesses.