Variance
- •
What it is
- •
a measure of how far data points spread out from the mean
- •
- •
Sample variance formula
- •
- •
Population formula
- •
Distinction
- •
variance is expressed in squared measurement units; taking its square root gives Standard Deviation
- •
- •
Caution
- •
this shortcut subtracts two large, similar-magnitude sums — for large data values, this is vulnerable to Catastrophic Cancellation (see the Numerical Methods knowledge base), which can even produce a nonsensical negative variance under limited computational precision
- •
- •