The role of Graduate Full Stack Engineer at Allica Bank focuses on both frontend and backend development, where the new hire will work closely with experienced engineers to enhance customer experience. Key responsibilities include delivering end-to-end features, building backend services, and ensuring quality and security in coding practices. A degree in a relevant field is essential, along with a passion for technology and problem-solving skills.