Business and investing readers use the data we present to make decisions and take actions that directly affect their professional success or personal wealth. Data integrity is a core value for our readers and for us. All metrics need to be verified as accurate, have internal consistency across our web site and apps and be delivered as quickly as possible. To this end, we are working with a new vendor, Thomson Reuters, to provide access to premium data and tools for subscribers. We expect this to meet reader and subscriber expectations, even as we work to resolve inconsistencies with features we have not yet switched.