•There are a confusing array of frameworks used for pursuing integrated ocean management•We propose model classifying across three categories integration•Frameworks should aim normative, applied, and empirical (NAE) integration•Classifying by NAE supports more comprehensive approach to integration Modern governance aims create sustainable, equitable, inclusive managing our oceans. A range have ...