1. Introduction The maritime industry continues to evolve, with operational performance enhancements aimed at improving safety, efficiency, crew wellbeing, and environmental stewardship. Inspections provide a trusted mechanism to uphold standards and support proactive and effective risk reduction toward zero harm. Inspection programs such as the Oil Companies International Marine Forum’s (OCIMF) Ship Inspection Report Programme …