Heteroscedasticity: Detection & Remedial Measures

Diagnose unequal error variance and select an appropriate regression response. Prerequisites: regression residuals, covariance and hypothesis testing. Explore Breusch-Pagan and White auxiliary tests, inverse-variance weighting and heteroscedasticity-consistent standard errors. Worked examples emphasize the distinction between unbiased coefficients, valid uncertainty, efficiency and individual prediction.

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