How can one detect heteroscedasticity in a dataset?

Heteroscedasticity in a dataset can be detected by visually inspecting a scatter plot of the data or by conducting statistical tests such as the Breusch-Pagan test or the White test. These tests help determine if the variance of the errors in a regression model is not constant across all levels of the independent variables.