Altogether, our genome-wide, multi-omic analysis reveals a signature of STAT3 regulatory programs and uncovers new signaling networks of STAT3 promoting ovarian tumor growth, progression, and metastasis. Here, STAT3 is linked to ovarian neoplasm.