The publication documents the results of the review of the level of implementation of the FAO Ecosystem Approach to Fisheries (EAF) by the fisheries management bodies in each of the different ABNJ regions. The review was designed to help identify future activities by the ABNJ Deep Sea Project to address gaps and capacity development and make recommendations to strengthen EAF among deep-sea fisheries management bodies and/or their members. The information to complete the EAF reviews was largely obtained from web-based materials. To assist with the accuracy of these desktop assessments, following initial drafting of each EAF background report and associated EAF assessment, both documents were sent to the respective RFMO secretariats. Comments and/or suggestions provided by the secretariats were then addressed with revised versions of the background reports and review assessments generated. Based on these revised reports, the comparative analyses were finalized and a full report was drafted. Being a desk-top assessment of the level of implementation of the EAF approach by each of the RFMO management bodies, the study had a number of caveats including only being able to measure systems and processes, not outcomes. A more complete assessment of EAF adoption and especially the outcomes would require direct involvement of the various stakeholders, including all relevant management, compliance and scientific bodies, contracting parties (CP), non-contracting parties (NCP), vessel owners, crews, non-governmental organizations (NGOs), etc.