Comparison Between Average Kernel (Box Kernel) and Gaussian Kernel
If you pre calculate the filter coefficients the complexity of the convolution is set by its radius only.

Yet, if all coefficients are the same, it could be reduced into summation and one normalization multiplication.

Yet, I don't think it will have major effect on modern CPU's.
Certainly not on those who supports fused multiply and addition.