1. A server configured to provide automatic recognition and insight derivation on data, the server comprising: a memory configured to store instructions; a communication module configured to exchange data with one or more computing devices; and a processor coupled to the memory and the communication module, the processor adapted to execute a data processing application in conjunction with instructions stored in the memory, wherein the data processing application is configured to: receive underlying data managed by a hosted service executed on the server; infer user data sets within the underlying data based on one or more of a type of the underlying data, a context of data processing, a structure of the underlying data a usage history of the user, and a credential of the user; analyze the user data sets through one or more of statistical, transformational, heuristic analyses on the user data sets; determine one or more insights on the user data sets based on analysis results, the one or more insights including one or more of a trend, a correlation, an outlier, a pattern, and a comparison for each data set or combinations of data sets; and provide a visualization of one or more user data sets highlighting an insight associated with each data set from the one or more insights, an emphasis on presented raw underlying data, and a data formatting suggestion to the one or more computing devices to be displayed.