I predict an u-shaped relation between two variables, y and x. If I perform a quadratic linear regression, i.e. use a model like
y = b1 + b2x + b3x^2 + error,
then the coefficients b2 and b3 are not significant. However, if I change the exponent to something less than 2, e.g...