It is definitely possible that you could do the necessary research maybe even identify a problem that going into a particular niche may solve but discover that many of the data are not aligning. In fact, most often than none, no matter the research you do you will never have perfect data to make your business decisions in which case you have to learn and adjust as you go along. Choosing a niche is just one of those everyday business decisions to be made.