Praise word, almost always positive. The standard contrast is
空谈家 (kōngtánjiā, 'empty talker') — the person who only speaks. The
家 (jiā) suffix here means 'specialist/-ist', the same suffix in
科学家 (kēxuéjiā, 'scientist') and
艺术家 (yìshùjiā, 'artist').