It should be no wonder that Design‐Expert suggests cubic. Look how much lower the standard deviation is from this model and how much better it is compared with lower‐order models for R‐squared – raw, adjusted, and predicted. Also the cubic
model produces the least PRESS (predicted residual sum of squares) – a good measure of its relative precision for forecasting future outcomes.