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Mahira Kalim is the founder of Spruce, a company dedicated to cleaning homes and promoting environmental sustainability since September 2020. Previously, Mahira held the role of Innovation Portfolio Sales Executive at SAP from January 2015 to December 2018, focusing on sales related to the Internet of Things, machine learning, artificial intelligence, and predictive analytics. Prior experience at SAP from June 2008 to May 2014 included providing M&A recommendations to the Executive Board, conducting strategic analyses on acquisition targets, supporting portfolio governance, and developing business cases for new product initiatives. Mahira holds a Master's degree in Management Science & Engineering from Stanford University and a Bachelor's degree in Computer Science from Lahore University of Management Sciences.