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A scientist is researching whether or not birds of prey exposed to pollutants lay eggs with thinner shells - Edexcel - A-Level Maths Statistics - Question 3 - 2012 - Paper 2

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A scientist is researching whether or not birds of prey exposed to pollutants lay eggs with thinner shells. He collects a random sample of egg shells from each of 6 ... show full transcript

Worked Solution & Example Answer:A scientist is researching whether or not birds of prey exposed to pollutants lay eggs with thinner shells - Edexcel - A-Level Maths Statistics - Question 3 - 2012 - Paper 2

Step 1

a) Draw a scatter diagram on the axes

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Answer

To draw the scatter diagram, plot the pollutant levels (pp) on the x-axis and the thinning of the shell (tt) on the y-axis. Each data point corresponds to the pairs (3, 1), (8, 3), (30, 9), (25, 10), (15, 5), and (2, 6). Clearly label your axes and ensure each point is accurately plotted.

Step 2

b) Explain why a linear regression model may be appropriate

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A linear regression model may be appropriate because the scatter diagram reveals a roughly linear relationship between the pollutant level (pp) and the thinning of the shell (tt). The points appear to cluster around a straight line, which suggests that increases in pp are associated with increases in tt, indicating a strong correlation.

Step 3

c) Calculate the value of $S_p$ and the value of $S_{pp}$

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Answer

To calculate SpS_p and SppS_{pp}:

  1. For SpS_p: Sum the pollutant levels:

    Sp=3+8+30+25+15+2=83S_p = 3 + 8 + 30 + 25 + 15 + 2 = 83

  2. For SppS_{pp}: Compute the sum of squares of pollutant levels:

    Spp=32+82+302+252+152+22=9+64+900+625+225+4=1827S_{pp} = 3^2 + 8^2 + 30^2 + 25^2 + 15^2 + 2^2 = 9 + 64 + 900 + 625 + 225 + 4 = 1827

Step 4

d) Find the equation of the regression line of $t$ on $p$

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Answer

To find the regression line of tt on pp, use the formulas for the slope (bb) and intercept (aa). The slope is calculated as:

b=SptSppb = \frac{S_{pt}}{S_{pp}}

Substituting in the values:

Spt=(pipˉ)(titˉ)S_{pt} = \sum{(p_i - \bar{p})(t_i - \bar{t})}

The equation of the line will be:

t=a+bpt = a + bp

Step 5

e) Plot the point $(\bar{p}, \bar{t})$

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Answer

Calculate the mean values (pˉ,tˉ)(\bar{p}, \bar{t}). Then, plot this point on the scatter diagram. Draw the regression line that represents the relationship based on the calculated slope and intercept.

Step 6

f) Estimate the minimum thinning of the shell that is likely to result in the death of a chick

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Answer

To estimate the minimum thinning that likely results in the death of a chick, find the corresponding value of tt when p=16p=16. Use the derived regression equation and solve for tt when p=16p = 16, leading to

t=a+bimes16t = a + b imes 16

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