In forecasting, you see different fields for prediction quality, including an RMSE and a “usually within” field. RMSE, or Root Mean Square Error, is the standard deviation of the residuals (prediction errors). Residuals measure how far the predictions are from the actual values, and taking that further, RMSE measures how spread out these residuals are.