The suffix 家 (jiā) turns a field into its practitioner: 科学家 (scientist), 画家 (painter), 作家 (writer), 音乐家 (musician). It implies mastery, not just participation.
memory
Think of 家 as 'the person who is at home in that field' - the 家 (home/family) character doubles as the expert suffix.
