Using deep mutational scanning, the authors uncover the functional consequence of missense mutations in ARID1B, a subunit of the SWI/SNF chromatin remodeling complex that is frequently mutated in human Coffin–Siris syndrome and in cancer. Here, ARID1B is linked to Coffin-Siris syndrome.