How to profile your data sources?

How would you diagnose inefficiency from a data record? How would you distinguish between trading and governing inefficiencies from that record? How would you profile failed state of data commons from that record? How would you infer if the record discloses existence of a secret? Can you characterize the secret? Let us let you know!