Heteroscedasticity and multicollinearity can mess up econometrics data analysis. This study looked at how multicollinearity affects detecting heteroscedasticity in linear regression models. They tested nine methods on a simulated model with 3 variables and found that the Breusch-Godfrey test is the best at spotting heteroscedasticity when multicollinearity is present.