Data is a major part of modern engineering, and oil and gas is no exception. We have loads of data: frac data, production data, drilling data, reservoir data, and on and on it goes. The thing about data is that it's only valuable if we take the time to analyze it and really try to understand what it is saying. Too often we look at the data with our mind already made up, rather than letting the data tell its story. When looking at data, we need to be unbiased and let it lead us to a conclusion, not the other way around. Sometimes the data tells us something that conflicts with our understanding, and this is when we really need to be critical and understand what is going on. It could be that the data is erroneous for some reason, but it could also mean that there is something below the surface (pun intended) that we are missing.
When looking at data, be curious and unbiased.
With that said, what data points do you have the seem to contradict your assumptions? Do you have a good explanation for this contradiction, or are you just ignoring the data that doesn't fit? If you don't have a clear explanation, I'd encourage you to be a little more curious and be willing to challenges your own assumptions. Who knows, there could be really big things just ready to be discovered.