In the spring of 2016, the chief executive officer of Agoda Company Pte. Ltd. (Agoda), a subsidiary of The Priceline Group, Inc., wanted to transform the firm’s human resource practices using data analytics. The idea was not just to get more data, but to use this data to help managers gain insights to make better decisions. The three main focal areas of this exercise were recruitment, performance evaluation, and compensation. As key executives worked at transforming Agoda into an organization that emphasized people and development, they faced various challenges related to collecting, managing, and leveraging large volumes of data.