The data that we record daily about ourselves through our cell phones, credit card purchases, emails, social media postings, etc., helps us connect with each other and improve our quality of life. However, we are also enabling a set of societal harms that we have not yet begun to grapple with seriously. I will be discussing some of the problems of big data including insufficient anonymization and unfairness in automated decision making.