Discussing the essential principles and methodology of knowledge validation

Even though it is probably not probably the most glamorous aspect of knowledge work, data validation is crucial to any data-related task. Data validation could be tedious. When we expect of validation of knowledge, what’s the very first thing that comes into your mind? Countless Spreadsheet? Multiple layers of SubQuery SQL?