There are a bunch of underlying reasons for collecting data, especially for a researcher.Decision Making
To minimize the risk of errors in decision-making, it is important that accurate data is collected so that the researcher doesn't make uninformed decisions.Walking you through them, here are a few reasons; 
Integrity of the Research
A key reason for collecting data, be it through quantitative or qualitative methods is to ensure that the integrity of the research question is indeed maintained.