“…The estimation results reveal that socioeconomic and demographic factors affecting the probability and frequency of DFS usage include gender, age, education, employment status, residential location, mobile phone ownership, account ownership, and BTS Density. These findings are consistent with several previous studies that found gender (Zins & Weill, 2016), age (Ljumović et al, 2021), education (Maulana & Nuryakin, 2021), employment status (Marumbwa, 2014), urban location (Chamboko, 2022), mobile phone ownership (Lenka & Barik, 2018), ownership of accounts in financial institutions (Maulana & Nuryakin, 2021), and mobile phone towers (Caron, 2022) influence DFS adoption. Efforts to increase DFS demand can be stimulated by providing education to the public regarding digital literacy (through the Ministry of Communication and Information Technology) and financial literacy (through the Central Bank and Financial Services Authority), aligning to provide comprehensive information about the benefits and risks of digital financial access, especially to vulnerable populations excluded from financial services, such as women, the elderly, individuals with low education, the unemployed, rural residents, those without mobile phones, and those without accounts.…”