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Kuan Fei Lee has a diverse work experience, beginning in 2013. In that year, they held two roles: a Road Show Sales Promoter at Treasury Wine Estates, and a Design Office Intern at Airbus Helicopters, Inc. In 2014, they held a Junior Staff Officer (National Service) role at Singapore Armed Forces HQTRADOC. In 2017, they were a Client Service Intern at Ninja Van. In 2018, they were a Customer Success Intern at Alphonso Inc. In 2019, they were a Data Analyst Intern at envolve.ai. Finally, in 2020, they held two roles: Senior Data Scientist and Software Engineer at AiDA Technologies Pte Ltd.

Kuan Fei Lee attended Ngee Ann Polytechnic from 2011 to 2014, where they studied a Diploma in Aerospace Technology. Kuan Fei then attended the National University of Singapore from 2016 to 2020, where they earned a Bachelor of Science in Business Analytics (Hons). During their time at NUS, Kuan Fei Lee also attended NUS Overseas Colleges from 2018 to 2019, completing the NOC Silicon Valley, Batch 34 program.