Alyana obtained her Bachelor of Science in Applied Physics degree in 2023. Her thesis showcased a similarity search technique called locality-sensitive hashing for classifying article abstracts and titles from the arXiv repository. She has since entered the banking industry as a data analyst, where she applies her skills to drive data-driven strategies and business growth.