#### Type III Error

Type I error in statistical analysis is incorrectly rejecting the null hypothesis - being fooled by random chance into thinking something interesting is happening. The arcane machinery of statistical inference - significance testing and confidence intervals - was erected to avoid Type I error. Type II error…