Experimental design and diagrammatic representation of statistical data r same.?

In Agriculture experimental designs like RBD,CRD,LSD,Factorial experiments etc are meant to prove the significance of a null hypothesis by way of yzing data using statistics. But Diagrammatic representation of data gives us a visual way for learning any population of data. Experimental designs can be much complicated unlike simple diagrams.