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The correlation coefficient describes:a.Magnitudeb.Directionc.Both magnitude and directiond.None of theseClear my choice

Question

The correlation coefficient describes:

  • a. Magnitude
  • b. Direction
  • c. Both magnitude and direction
  • d. None of these

Clear my choice

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Solution

Understanding the Correlation Coefficient

  1. Definition: The correlation coefficient is a statistical measure that describes the strength and direction of a linear relationship between two variables.

  2. Magnitude:

    • The magnitude indicates how strong the correlation is, ranging from -1 to 1.
    • A value close to 1 implies a strong positive correlation, while a value close to -1 indicates a strong negative correlation.
  3. Direction:

    • The sign of the correlation coefficient (positive or negative) indicates the direction of the relationship.
    • A positive correlation means that as one variable increases, the other variable tends to increase as well.
    • A negative correlation means that as one variable increases, the other tends to decrease.

Final Answer

Based on this explanation, the correlation coefficient describes c. Both magnitude and direction.

This problem has been solved

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