Which of the Following Statements Describes the Consequences of Collinearity

question 19

Multiple Choice

Which of the following statements describes the consequences of collinearity in a model?

• A) The value of the Variance Inflation Factor will be high.
• B) An estimated coefficient may have an unexpected sign or size.
• C) The F-statistic for the model may indicate overall significance, but most or all of the individual coefficients have t-statistics showing insignificance.
• D) Collinearity occurs when two or more predictor variables are correlated.
• E) All of the above are correct.

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Definitions:

Concern For Task

The focus and priority given to accomplishing specific tasks, often in the context of leadership and team performance.

Task Orientation

focuses on the completion of tasks and the achievement of specific objectives within a set timeframe.

Initiating Structure

A leadership behavior that organizes and defines what group members should be doing to maximize output.

Authority-Obedience Management

A management style focused on clear hierarchies and the strict following of orders, where managerial authority is emphasized, and obedience from subordinates is expected.