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Ilani Dayana is an experienced data science professional currently serving as a Junior Data Scientist at QS Quacquarelli Symonds since December 2022, where data science techniques such as segmentation, regression, visualization, and machine learning are employed to address business challenges. Previously, Ilani held a Data Transformation Intern position at S&P Global, managing a comprehensive ports database and conducting regular data audits to ensure accuracy and consistency. Earlier experience includes an industrial trainee role at the Department of Treasury & Finance, where tasks involved data analysis and team collaboration for the Kedah Budget 2020. Ilani holds a Master's degree in Data Science from the University of Malaya and a Bachelor of Science (Hons) in Mathematics with Statistics from Universiti Industri Selangor.