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The correlation coefficient ranges between:a.[-1,1]b.[0,1]c.(-∞ , ∞)d.(-1,0)Clear my choice

Question

The correlation coefficient ranges between:

a. [-1, 1]
b. [0, 1]
c. (-∞ , ∞)
d. (-1, 0)

Clear my choice

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Solution

Step 1: Break Down the Problem

The question is asking about the range of the correlation coefficient, which is a statistical measure that expresses the extent to which two variables are linearly related.

Step 2: Relevant Concepts

The correlation coefficient, often denoted as r r , indicates the strength and direction of a linear relationship between two variables. The value of r r can range from -1 to 1:

  • r=1 r = 1 indicates a perfect positive linear correlation
  • r=1 r = -1 indicates a perfect negative linear correlation
  • r=0 r = 0 indicates no linear correlation

Step 3: Analysis and Detail

Given the provided options:

  1. a. [-1, 1]: This includes both -1 and 1, which aligns well with the known range for correlation coefficients.
  2. b. [0, 1]: This only covers non-negative correlations, which is not complete.
  3. c. (-∞, ∞): This suggests that the correlation can take any value, which is incorrect.
  4. d. (-1, 0): This only accounts for negative correlations and excludes positive ones.

Step 4: Verify and Summarize

The most accurate option representing the full range of the correlation coefficient is option a. [-1, 1].

Final Answer

The correlation coefficient ranges between [-1, 1].

This problem has been solved

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