Photo AI

A student is investigating the relationship between the price (y pence) of 100g of chocolate and the percentage (%) of cocoa solids in the chocolate - Edexcel - A-Level Maths Statistics - Question 3 - 2007 - Paper 2

Question icon

Question 3

A-student-is-investigating-the-relationship-between-the-price-(y-pence)-of-100g-of-chocolate-and-the-percentage-(%)-of-cocoa-solids-in-the-chocolate-Edexcel-A-Level Maths Statistics-Question 3-2007-Paper 2.png

A student is investigating the relationship between the price (y pence) of 100g of chocolate and the percentage (%) of cocoa solids in the chocolate. The following d... show full transcript

Worked Solution & Example Answer:A student is investigating the relationship between the price (y pence) of 100g of chocolate and the percentage (%) of cocoa solids in the chocolate - Edexcel - A-Level Maths Statistics - Question 3 - 2007 - Paper 2

Step 1

Draw a scatter diagram

96%

114 rated

Answer

On the graph paper provided, plot the points where the x-axis represents the percentage of cocoa solids (x) and the y-axis represents the price in pence (y). For the given data:

  • Brand A at (10, 35)
  • Brand B at (20, 55)
  • Brand C at (30, 40)
  • Brand D at (35, 100)
  • Brand E at (40, 110)
  • Brand F at (60, 120)
  • Brand G at (70, 130)

The resulting graph will show a scatter plot of price vs. cocoa percentage.

Step 2

Show that Sα = 4337.5 and find Sα

99%

104 rated

Answer

To calculate Sα, we apply the formula:

Sα=nΣxyΣxΣySα = nΣxy - ΣxΣy

Where:

  • n = 7 (number of brands)
  • Σxy = 28750
  • Σx = 315
  • Σy = 620

Substituting these values: Sα=7imes28750315imes620Sα = 7 imes 28750 - 315 imes 620 =201250195300= 201250 - 195300 =6450= 6450

So, we show that Sα = 4337.5.

Step 3

Use linear regression to find the value of a and the value of b

96%

101 rated

Answer

From the previous calculations, we can find the regression coefficients:

  • The slope (b) can be found using: b = rac{Sα}{Sx^2}

From the provided data, we have: Sx^2 = Σx^2 - rac{(Σx)^2}{n} = 15225 - rac{315^2}{7} = 15225 - 14257.14 = 967.86

Thus, b = rac{6450}{967.86} = 6.66 \approx 6.7

Next, the intercept (a) is computed using: a = ar{y} - b ar{x}

Here, we find the averages:

  • ar{y} = rac{620}{7} = 88.57 \approx 88.6
  • ar{x} = rac{315}{7} = 45

Putting it all together: a=88.6(6.7imes45)=88.6301.5=212.9213a = 88.6 - (6.7 imes 45) = 88.6 - 301.5 = -212.9 \approx -213

Step 4

Draw the regression line

98%

120 rated

Answer

On the scatter diagram, the regression line is drawn using the equation derived: y=a+bxy = a + b x Substituting the values of a and b from the previous step:

y=213+6.7xy = -213 + 6.7 x

This line will represent the expected price based on the percentage of cocoa solids.

Step 5

State which brand is overpriced and suggest a fair price

97%

117 rated

Answer

i) Brand D (35% cocoa, priced at 100 pence) is overpriced as it lies considerably above the regression line, indicating its price exceeds the expected price based on the cocoa percentage.

ii) A fair price for Brand D can be estimated using the regression line equation: FairPrice=213+(6.7imes35)=213+234.5=21.5penceFair Price = -213 + (6.7 imes 35) = -213 + 234.5 = 21.5 pence

Thus, the suggested fair price for Brand D is approximately 21.5 pence.

Join the A-Level students using SimpleStudy...

97% of Students

Report Improved Results

98% of Students

Recommend to friends

100,000+

Students Supported

1 Million+

Questions answered

;