Hasnaa Banar is a Quality Assurance Automation Engineer at COLAS Digital Solutions since February 2022, with prior experience as a data preparation intern at Deep Learn Strategies Limited, where financial data was annotated and a SpaCy model for named entity recognition was developed. Hasnaa also contributed to the digitalization of a business with ODOO at 2MAG in 2020 and completed an engineering internship at Attijariwafa Bank in 2019. An engineer's degree in computer science was obtained from École Nationale Supérieure d'Électricité et Mécanique in Casablanca (2018-2021).