The primary purpose of the study is to demonstrate if avelumab given as single agent in the maintenance setting following frontline chemotherapy or in combination with carboplatin/paclitaxel is superior to platinum-based chemotherapy alone followed by observation in this population of newly diagnosed ovarian cancer patients.