Not necessarily. No sensor is reliable, all sensors have noise and they drift. It's why you use something like a kalman filter.

It's worth doing it over an afternoon, but you can do very simple curve fitting with real sensor data from your smartphone and you'll see it naturally starts to ignore extremes / becomes accurate.

As long as there are enough correct data points, the incorrect data shouldn't matter. How much is enough is a black art though.