Abstract This article contains the OLS method, WLS method and bootstrap methods to estimate coefficients of linear regression their standard deviation. If holds random errors with constant variance if those are independent normally distributed we can use least squares which is accurate for drawing inferences these assumptions. heteroscedastic, meaning that depends from explanatory variable, or ...