Question

In: Statistics and Probability

A bake shop owner wants to know how to make his Bakalava (sweet walnut and honey...

A bake shop owner wants to know how to make his Bakalava (sweet walnut and honey pastry) to the maximum appeal for his patrons. He thinks that the major factors that determine appeal are the amounts honey in the filling and the number of layers of phillo dough used to make the pastry. During an eight week period he makes nine batches of Bakalva using a low, medium and high mount of honey and with 10, 15 and 20 layers of phillo dough. He then counts how many of each type he sells. The table below summarizes his sales of each variation on the basic (medium honey 15 layers) recipe.

Layers/ Honey

Low

Medium

High

10

100

105

105

15

98

100

123

20

118

122

59

Calculate a 2-factor χ2 test to answer the following questions. Show enough of your work for part credit if you get the number wrong and use an α level of

0.05.

  1. Is there a significant effect of recipe on sales?
  2. Do honey and layers interact to produce a different appeal or are their ef-fects (if any) independent?
  3. What do you think is the explanation for the results in terms of what ap-peals and does not appeal to the bake shop’s customers?

Solutions

Expert Solution

Observed

Layers/Honey

Low

Medium

High

Total

10

100

105

105

310

15

98

100

123

321

20

118

122

59

299

Total

316

327

287

930

Expected = Row Total* Column Total / Grand Total

Layers/Honey

Low

Medium

High

10

105.3333

109

95.66667

15

109.071

112.8677

99.06129

20

101.5957

105.1323

92.27204

Chi-square= Sum[(Exp-Obs)^2/Exp]

Layers/Honey

Low

Medium

High

10

0.270042

0.146789

0.910569

15

1.12373

1.467016

5.784922

20

2.648745

2.706312

11.99745

CHI_SQUARE = 27.0555713058413

Degrees of freedom = (#Rows – 1)(#Cols – 1) = 2*2 = 4
Critical value = X20.05;4 = 9.487729
Since Observed Chi-Square > critical value, we reject the null hypothesis of no association between the recipes and sales and conclude that there is significant association between recipes and sales.
Honey and layers interact significantly to produce a different appeal.
 

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