Calcifying phytoplankton ('coccolithophores') are a diverse group of organisms which play a key role in the ocean's carbon cycle. Despite the diversity of these organisms, they are generally viewed as a single group with a uniform response to climate change. Here we show using global machine learning stock estimates that doing so risks biasing our understanding of the role of these organisms in the carbon cycle and their response to environmental changes.