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On a particular day the height above sea level, x metres, and the mid-day temperature, y °C, were recorded in 8 north European towns - Edexcel - A-Level Maths Statistics - Question 1 - 2011 - Paper 2

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On a particular day the height above sea level, x metres, and the mid-day temperature, y °C, were recorded in 8 north European towns. These data are summarised below... show full transcript

Worked Solution & Example Answer:On a particular day the height above sea level, x metres, and the mid-day temperature, y °C, were recorded in 8 north European towns - Edexcel - A-Level Maths Statistics - Question 1 - 2011 - Paper 2

Step 1

Find S_yx.

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Answer

To calculate S_yx, use the formula:

S_{yx} = S_{yy} = rac{∑y^2}{n} – rac{(∑y)^2}{n}

Given that Syy=4305S_{yy} = 4305, dividing by 8 gives: S_{yx} = rac{4305}{8} – rac{(181)^2}{8}\ = 201.875 – 410.5625.\

Therefore: Syx=209.875.S_{yx} = 209.875.

Thus, Syx210.S_{yx} \approx 210.

Step 2

Calculate, to 3 significant figures, the product moment correlation coefficient for these data.

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Answer

The product moment correlation coefficient r is calculated using:

r=SxySxxSyyr = \frac{S_{xy}}{\sqrt{S_{xx} \cdot S_{yy}}}

We have values:

  • Sxy=23.72625S_{xy} = -23.72625\
  • Sxx=353.2375S_{xx} = 353.2375\
  • Syy=209.875S_{yy} = 209.875

Thus: r=23.72625353.2375×209.875 23.7262574033.086 23.72625271.370.087104.r = \frac{-23.72625}{\sqrt{353.2375 \times 209.875}}\ \approx \frac{-23.72625}{\sqrt{74033.086}}\ \approx \frac{-23.72625}{271.37} \approx -0.087104.

Therefore, to 3 significant figures, r0.0871r \approx -0.0871.

Step 3

Give an interpretation of your coefficient.

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The correlation coefficient of approximately -0.0871 suggests a very weak negative correlation between height above sea level and mid-day temperature. This implies that as the height increases, there tends to be a slight decrease in temperature, though the relationship is not strong.

Step 4

Write down the value of S_hh.

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Answer

Given the transformation h=x1000h = \frac{x}{1000}, the value of ShhS_{hh} can be calculated as:

Shh=Sxx(11000)2 =353.2375×(11000)2 =353.2375×1060.3532375.S_{hh} = S_{xx} \cdot \left(\frac{1}{1000}\right)^2\ = 353.2375 \times \left(\frac{1}{1000}\right)^2\ = 353.2375 \times 10^{-6} \approx 0.3532375.

Thus, Shh0.3532.S_{hh} \approx 0.3532.

Step 5

Write down the value of the correlation coefficient between h and y.

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Answer

The correlation coefficient between hh and yy can be calculated using the previously found value for ShyS_{hy}:

r_{hy} = \frac{S_{hy}}{\sqrt{S_{hh} \cdot S_{yy}}} \approx \frac{-23.72625}{\sqrt{0.3532375 \cdot 209.875}}.\

Since ShhS_{hh} is scaled down by a factor of 1000 (from xx), the correlation coefficient remains the same. Therefore, rhy0.0871.r_{hy} \approx -0.0871.

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