Question: For the simple regression Yi = + Xi + ui considered in Chapter 3, show that (a) OLS = n i=1 xiyi/ n i=1
For the simple regression Yi = α + βXi + ui considered in Chapter 3, show that
(a) βOLS =
n i=1 xiyi/
n i=1 x2i can be obtained using the residual interpretation by regressing X on a constant first, getting the residuals ν and then regressing Y on ν.
(b) αOLS = ¯ Y − βOLS
¯X can be obtained using the residual interpretation by regressing 1 on X and obtaining the residuals ω and then regressing Y on ω.
(c) Check the var(αOLS) and var(βOLS) in parts
(a) and
(b) with those obtained from the residualing interpretation.
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