Explanation
The given formula for adjusted R² is incorrect.
Correct formula for adjusted R²:
Adjusted R2=1−TSS/(n−1)SSR/(n−k−1)
Where:
- SSR = Sum of Squared Residuals
- TSS = Total Sum of Squares
- n = number of observations
- k = number of independent variables
Alternative correct forms:
Adjusted R2=1−(1−R2)×n−k−1n−1
Adjusted R2=1−TSSSSR×n−k−1n−1
Why option A is false:
- The formula shows (SSR/TSS) multiplied by [(n-1)/(n-k-1)]
- But it should be 1 minus this product, not the product itself
- The correct form is: Adjusted R² = 1 - [(SSR/TSS) × (n-1)/(n-k-1)]
Key properties of adjusted R²:
- Penalizes for adding irrelevant variables
- Can be negative when model performs worse than the mean
- Always ≤ R²
- Increases only if new variable improves model more than expected by chance
Correct answer: A - This statement is false because the formula is incorrect.