Signed errors keep direction before summary metrics hide it.
Signed Error
Signed error is actual minus forecast; the first signed error is 1.
error=actual−forecast
Negative Error
The third signed error is -3, so that row was forecast above actual.
negative error means forecast above actual
Sum Error
The signed errors sum to 0.
∑error=0