PhD in Administrative Sciences​, focusing on employee digitalization readiness. Reseach focus: public sector service production digitalization. With 25+ years in digitalization, I have collaborated with 300+ organizations. Currently I lead AI development at the public health and social care organization Keusote in south Finland. Led three national surveys for Ministry of Environment reaching all mainland Finland municipalities in 2022-2024. Coordinated national AI ecosystem, gaining 200+ member organizations and 2,000+ LinkedIn followers in six months in 2024-2025.