This fireside chat brings together the Head of Data Science for one of the largest data and information services companies and the President and CEO of the largest civil and human rights NGO in the U.S. Ms. Wiley and Ms. Gromowski will delve into the critical role of data in building high-performing systems for the evolving lending and real estate landscape. As consumer demands shift, legislative priorities adjust, and tech-driven disruptions increase, companies and regulators are exploring ways to adopt technologies, like AI, to stay ahead of the curve. Our discussion will highlight the importance of high-quality data in developing systems that are accurate, transparent, explainable, and fair. We will explore how unrepresentative, missing, and poor data quality can lead to wrong-headed decisions as well as faulty technologies that are harmful for people, communities, and markets.