Data Integration is probably the most important task in data science nowadays. With the enormous amount of data sources, designed autonomously, there is no deterministic way to connect data effectively. Therefore, models of uncertainty, combined with advanced machine learning are put to use when generating accurate connections among data items in multiple data sources over the network. In recent years, my research groups has focused on the role of humans in performing data integration.