Blind experiment
Suppose consumers are asked to compare the tastes of different brands of a product.  Obviously, the identities of the product should be hidden – otherwise consumers tend to prefer the brand they are familiar with. Similarly, when testing a pharmaceutical drug, both patients and experimenter should not know the dosage being given in each case.