“…Vulnerability assessment plays a crucial role in simplifying complex and interconnected parameters into a more manageable and understandable form, thereby serving as an effective tool for management (Nguyen et al, 2016). Recent research has explored various aspects related to the Sundarbans, such as historical LULC changes using remote sensing techniques (Abdullah et al, 2019;, forest co-management documentation (Begum et al, 2022), mapping of mangrove erosion and progradation (Bhargava et al, 2021;Chowdhury & Hafsa, 2022), mangrove recovery after natural disaster like tsunami and coastal subsidence (Prabakaran et al, 2021;Ramakrishnan et al, 2020), mapping forest degradation (Dalagnol et al, 2023), remote sensing review for mangroves (Wang et al, 2019), mangrove forest phenology analysis (Pastor-Guzman et al, 2018), hazard induced vulnerability analysis (Rehman et al, 2021) and alternative management scenarios (Roy & Gow, 2015). Many studies have incorporated the coastal vulnerability index (CVI) into their assessments of mangrove vulnerability and degradation in Bangladesh's Sundarbans (Mondal et al, 2022;Mahmood et al, 2020;.…”