Distribution shape determines which measure of location is trustworthy

The Mean and median can be misleading when the distribution is multimodal idea goes further - it’s a good idea to identify the distribution of the variable before trusting measures of location. Avoiding outlier magnitudes makes the measure robust also touches on this - outliers can drastically change the shape of the distribution, forcing us to use robust measures.