Crystal Ng

Crystal Ng is a Senior Market Research Analyst at Transmission, where responsibilities include leveraging advanced data analytics for marketing strategies, developing scoring criteria for account segmentation, and creating ROI calculators and predictive models. With prior experience as a Research & Data Analyst at NUS Enterprise, Crystal focused on tech and entrepreneurship research, emphasizing the impact of experiential learning and high-tech startups. Additional experience includes a position as a Senior Executive (Research) at the Institute of Policy Studies. Crystal holds a Master of Social Sciences in Applied Economics from the National University of Singapore and a Bachelor of Social Sciences in Economics and History from the same institution, along with additional education from Seoul National University.