General Studies · Linear Regression
Which of the following statements most accurately defines the primary purpose and a key underlying assumption of Multiple Linear Regression?
- 1It explores underlying relationships by transforming a large set of correlated variables into linearly uncorrelated components without predefined hypotheses.
- 2It determines statistically significant differences across multiple dependent variables simultaneously by mathematically partialing out the variance of continuous covariates.
- 3It models the impact of two or more independent predictors on a single dependent outcome, assuming that these independent variables are not excessively correlated with each other.✓
- 4It assesses the relationship between a single dependent outcome variable and exactly one independent predictor variable using a straight-line mathematical equation.
Correct answer
It models the impact of two or more independent predictors on a single dependent outcome, assuming that these independent variables are not excessively correlated with each other.
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