Mobile finance plays a direct role in improving financial access for individuals who lack traditional banking services. It allows users to manage money, apply for credit, and complete transactions using a mobile device. This approach reduces dependence on physical branches and paperwork. Many users now rely on digital methods to handle daily financial needs. Mobile finance also supports users in remote and semi-urban areas where banking infrastructure may be limited. By using simple