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The owner of a small company wishes to establish whether advertising in a regional newspaper is effective - NSC Mathematics - Question 1 - 2023 - Paper 2

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The owner of a small company wishes to establish whether advertising in a regional newspaper is effective. The table below shows the amount spent on advertising and ... show full transcript

Worked Solution & Example Answer:The owner of a small company wishes to establish whether advertising in a regional newspaper is effective - NSC Mathematics - Question 1 - 2023 - Paper 2

Step 1

Determine the equation of the least squares regression line for the data.

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Answer

To determine the least squares regression line, we need to fit a linear equation of the form y=a+bxy = a + bx, where yy represents sales and xx represents advertising spending.

Using the formulas for a and b:

1.1 Calculate the slope (b): b = rac{n( ext{Sum of } xy) - ( ext{Sum of } x)( ext{Sum of } y)}{n( ext{Sum of } x^2) - ( ext{Sum of } x)^2}

2.1.1 Calculate the y-intercept (a): a = ar{y} - b ar{x}

The resulting linear equation is y=1730.22+13.96xy = 1730.22 + 13.96x.

Step 2

Predict the sales for a year in which the company will spend R28 500 on advertising.

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Answer

Using the regression equation generated: y=1730.22+13.96(28500)y = 1730.22 + 13.96(28500)

Calculate: y=1730.22+396.78imes28500=399599.64y = 1730.22 + 396.78 imes 28500 = 399 599.64 The predicted sales for R28 500 spent on advertising is approximately R399 599.64.

Step 3

Write down the correlation coefficient of the data.

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Answer

The correlation coefficient (r) for the data is calculated to be r=0.9800r = 0.9800.

Step 4

Describe the association between the amount spent on advertising in the regional newspaper and the sales of this company.

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Answer

There is a very strong positive correlation between the amount spent on advertising and sales. As advertising spending increases, sales tend to increase significantly.

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