• Arctic phytoplankton net primary production can be predicted for multiple years, largely due to the Arctic shelves. • This predictability is driven by ocean temperatures, which are an important limit on phytoplankton growth and maintain predictability. • Phytoplankton net primary production predictability in the Arctic may increase in the near future (2030s) relative to the 2010s.