Machine learning methods enable the efficient mining of large amounts of data from corporate reports. In her doctoral dissertation at the University of Vaasa, Finland, Essi Nousiainen presents how the new machine learning-based methods she has developed can be used to examine corporate reporting related to, among other things, responsibility, innovation, and blockchain.