The COsmostatistics INitiative (COIN), a working group built within the International Astrostatistics Association (IAA), aims to create a friendly environment where hands-on collaboration between astronomers, cosmologists, statisticians and machine learning experts can flourish. COIN is designed to promote the development of a new family of tools for data exploration in cosmology.