A risk manager is testing a portfolio for heteroskedasticity using the White test. The portfolio is modeled as follows:
Yi=α+βX1i+ϵi
The residuals are computed as follows:
ϵ^i=Yi−α^−β^X1i
Which of the following correctly depicts the second step in the White test for the portfolio?