Certain weather measurements, such as wind speed and precipitation, should not be measured using a normal distribution due to their inherent characteristics. Wind speed often follows a skewed distribution, while precipitation data can be zero-inflated and not normally distributed. Using a normal distribution for these measurements can lead to inaccurate conclusions and misinterpretations of the data.