Ashok Konatham is an Advanced Analytics Consultant at Thakral One since October 2016, specializing in IFRS9, machine learning, and Python, with significant expertise in credit risk and insurance contract liability measurements. Key areas of experience include classification, impairment calculations for loss allowances, and stress testing implementation. Prior to this role, Ashok served as a Data Analyst at ICICI Bank from September 2006 to July 2016, utilizing various BI tools such as SAS and Tableau, along with ETL tools and databases. Ashok holds an MBA from the University of Madras and a Bachelor of Science degree from Andhra Loyola College, completed between 1992 and 1997.