› blog › rating-scaleWhat is a Survey Rating Scale? + [Types & Question Examples] A numerical rating scale is typically used to quantify qualitative data such as pain, feelings, product satisfaction, likelihood to recommend, customer loyalty and the like. Usually, the researcher labels the endpoints of the numerical rating scale in terms of the value that is being measured so that both ends represent the extremes of this value.