Answer:
We call it an estimated mean because it represents the average of the data collected, and we assume that this average (estimated mean) represents the data collected. But this is not necessarily true since the estimated mean is not the same as all the different data collected. Most of the times, when we are working with statistics we do not know or are not even given all the data, we are just given the relevant ratios or indicators.
