Sum and Difference of Random Variables
For random variables and :
Means always add/subtract:
Variances add (only if X and Y are independent):
Note: For the DIFFERENCE , the variances still ADD (not subtract).
Standard deviations:
Why do variances add for differences? Think of it this way: if you're measuring the distance between two independently varying points, uncertainty from both adds up.