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Anna is investigating the relationship between exercise and resting heart rate - Edexcel - A-Level Maths Statistics - Question 6 - 2022 - Paper 1

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Anna is investigating the relationship between exercise and resting heart rate. She takes a random sample of 19 people in her year at school and records for each per... show full transcript

Worked Solution & Example Answer:Anna is investigating the relationship between exercise and resting heart rate - Edexcel - A-Level Maths Statistics - Question 6 - 2022 - Paper 1

Step 1

Interpret the nature of the relationship between h and m

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Answer

As the number of minutes spent exercising (m) increases, the resting heart rate (h) decreases. This indicates a negative association between the two variables, suggesting that more exercise correlates with lower heart rates.

Step 2

Test whether or not there is significant evidence of a negative correlation between x and y

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Answer

Let:

  • Null Hypothesis (H0): There is no significant negative correlation between x and y (ρ = 0).
  • Alternative Hypothesis (H1): There is a significant negative correlation between x and y (ρ < 0).

Using a significance level of 5%, we compare our calculated correlation coefficient of -0.897 with the critical value of -0.387. Since -0.897 is less than -0.387, we reject the null hypothesis and conclude that there is evidence of a negative correlation.

Step 3

The equation of the line of best fit of y on x is y = -0.05x + 1.92

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To find a model for h on m in the form h = am^k, we start from the equation of the line:

y = -0.05x + 1.92

Substituting x = log10(m) and y = log10(h):

log10(h) = -0.05 log10(m) + 1.92

Taking 10 to the power on both sides gives:

h = 10^{(1.92)} imes m^{-0.05}

Thus, the model can be expressed as:

h = a * m^k, where a = 10^{(1.92)} and k = -0.05.

Calculating these values, we find: a ≈ 83.2 and k = -0.05.

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