The talk will present the motivation and principles of natural induction, a process of inductive knowledge discovery from data that aims at creating hypotheses that are directly interpretable in natural language and easy to comprehend. We will briefly describe the AQ approach to pattern discovery using natural induction, and illustrate it by selected practical results.