Lesson 5.08a-d
5.08a-d Pearson's product-moment correlation and its hypothesis test: OCR Further Maths, Unit 2
20 questions
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Lesson 5.08a-d, Pearson's product-moment correlation and its hypothesis test: 20 multiple choice questions for the OCR Further Maths (H245), Unit 2: Statistics (Y542), written with Revision Ninja.
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The 20 questions
-
What range of values can Pearson's product-moment correlation coefficient take?
- 0 to 1
- -0.5 to +0.5
- -1 to +1
- -∞ to +∞
-
What type of relationship between two variables does PMCC measure?
- Linear
- Exponential
- Quadratic
- Non-linear
-
In a hypothesis test for PMCC, what does the symbol ρ represent?
- Sample correlation
- Population correlation
- Sample mean
- Population variance
-
What is the standard null hypothesis for testing if two variables are correlated?
- ρ = 0
- r = 0
- ρ = 1
- r = 1
-
How are the degrees of freedom calculated for a PMCC test with n paired observations?
- n
- 2n - 1
- n - 2
- n - 1
-
If sample correlation r equals 1, what does this indicate about the scatter plot?
- Weak positive linear
- No linear association
- Perfect positive linear
- Perfect negative linear
-
Which transformation applied to a dataset changes the value of the PMCC?
- Multiplying by two
- Linear scaling
- Adding a constant
- Non-linear transformation
-
If a sample gives r = -0.85, how is the linear correlation described?
- Strong positive
- Weak negative
- Strong negative
- Weak positive
-
Which statistical distribution is used for the PMCC test statistic when testing ρ = 0?
- Chi-squared distribution
- Normal distribution
- Student's t-distribution
- F-distribution
-
What formula calculates the t test statistic for testing H0: ρ = 0?
- r√(n-2)/√(1-r²)
- r√(n-1)/√(1-r²)
- r√ n/√(1-r²)
- r²√(n-2)/(1-r)
-
What assumption about the bivariate data population is required for a PMCC hypothesis test?
- Independence
- Univariate normality
- Bivariate normality
- Uniformity
-
A bivariate sample of size 10 gives r = 0.6. What are the degrees of freedom?
- 8
- 7
- 9
- 10
-
For a two-tailed PMCC test, when do you reject the null hypothesis?
- r > critical value
- |r| > critical value
- |r| < critical value
- r < critical value
-
What formula represents PMCC in terms of summary statistics S_xx, S_yy, and S_xy?
- S_xy/√(S_xx + S_yy)
- S_xy/√(S_xx S_yy)
- S_xx/√(S_xy S_yy)
- S_xy/(S_xx S_yy)
-
If all x-values are multiplied by 3, what happens to the sample correlation coefficient r?
- Remains unchanged
- Changes sign
- Decreases
- Triples
-
If a test statistic t exceeds the critical value, what decision is made?
- Reject H0
- Accept H0
- Accept H1
- Reject H1
-
What does a PMCC value of 0 indicate between two continuous variables?
- Zero gradient
- No linear correlation
- Perfect correlation
- Negative correlation
-
For a test claiming negative correlation, what is the correct alternative hypothesis H1?
- ρ = 0
- ρ ≠ 0
- ρ > 0
- ρ < 0
-
As sample size n increases for a fixed positive r, what happens to the p-value?
- Decreases
- Remains constant
- Becomes one
- Increases
-
Which table is directly used to find critical values of r without calculating t?
- Binomial table
- Poisson table
- Normal distribution table
- PMCC critical table
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