Traditional authentication and authorization tools have limited success in preventing sophisticated attackers from gaining unauthorized access to networks, systems and data. New tools, using risk-based analytics, consider context in addition to credentials. Risk scoring, using a variety of data elements, can help improve the confidence associated with authentication or authorization requests.