A Discussion: IT Data, Ambiguities & Classification model performance

"Ambiguity is pervasive" – true to its definition, as increasingly data getting generated, system connectivity reaching its peak, data and outcome are diverging. IT systems are evolving from "BIG DATA" to "BIGGER DATA" systems. Not all of this data is structured and easily consumable, thus challenge is posed by nexus of technology & "Data Greed". Having said this, fact is that future is found in ambiguity and chaos. We will never have complete and perfect information or a full understanding of data, system, experts, people, process and "partially hidden" technology.