Question: both standard deviation and standard error are in the same units?
Answer: The SD (standard deviation) quantifies scatter — how much the values vary from one another. The SEM (standard error of the mean) quantifies how precisely you know the true mean of the population. ... Both SD and SEM are in the same units -- the units of the data. The SEM, by definition, is always smaller than the SD.