Scale transformation

In data analysis process sometimes the scale used to collect information has to be transformed. Scale transformation involves a manipulation of scale to ensure compatibility with other scales or otherwise make the data suitable for analysis. In many marketing research studies frequently different scales are used for measuring different variables. For example, image may be measured on seven-point semantic differential, and lifestyle variables on fivepoint Likert scale. So making comparisons both the scales have to be brought on the same platform