In: Statistics and Probability
Are all cereals created equal?
Brand |
Type |
Calories |
Total fat (g) |
Sodium (mg) |
Kellogg’s Rice Krispies |
Rice |
120 |
1g |
170mg |
Earth’s Best Whole Rice Cereal |
Rice |
50 |
0.5g |
0mg |
Organic Brown Rice Crisps |
Rice |
110 |
1g |
85mg |
Cereal Rice Puffs |
Rice |
50 |
0g |
0mg |
Nature’s Path Organic Crispy Rice |
Rice |
30 |
15g |
100mg |
Kellogg’s Rice 24ozs |
Rice |
130 |
0g |
190mg |
Arrowhead Mills Rice |
Rice |
60 |
0g |
0mg |
Cream of Rice |
Rice |
150 |
0g |
0mg |
Rice Chex |
Rice |
110 |
0.5g |
240mg |
Organic Cream of Rice |
Rice |
150 |
0.2g |
3mg |
Quaker Oats Squares Cinnamon |
Oat |
210 |
2.5g |
190mg |
Arrowhead Oat Bran |
Oat |
140 |
2g |
75mg |
Honey Bunches of Oats |
Oat |
120 |
1.5g |
135mg |
Honey Nut Whole Grain Oat |
Oat |
110 |
1.5g |
160mg |
Bob’s Red Hill Oat Bran |
Oat |
150 |
2.0g |
0mg |
Hodgson Mill Oat Bran |
Oat |
150 |
3.0g |
0mg |
Nature Valley Oat Bites |
Oat |
210 |
6.0g |
160mg |
Quaker Simply Granola Oats, honey and Almonds |
Oat |
200 |
6.0g |
25mg |
Arrowhead Organic Oats |
Oat |
140 |
2.0g |
75mg |
Nature Valley Oat Clusters Cereal Honey |
Oat |
230 |
3.0 |
140mg |
In the data that you have collected, assume that the data is normally distributed for all cereals.
2. Perform a hypothesis test for the difference of the two means for each of the following questions at alpha = .05. List the Ho, Ha, give the observed value of the test statistic, p-value, and write a word conclusion.
a) Is there a difference in the calorie count for the two types of cereals?
b) Do the rice cereals have less fat grams per serving than the oat cereals?
c) Do the rice cereals have more sodium (mg) per serving than the oat cereals?
3. Based on your research, which type of cereal would you prefer? Why?
a) Is there a difference in the calorie count for the two types of cereals?
Conclusion: The estimated p-value is 0.002. Hence, reject the null hypothesis and conclude that there is a difference in the calorie count for the two types of cereals at 0.05 level of significance.
b) Do the rice cereals have less fat grams per serving than the oat cereals?
Conclusion: The estimated p-value is 0.760. Hence, retain the null hypothesis and conclude that the rice cereals do not have more sodium (mg) per serving than the oat cereals at 0.05 level of significance.
c) Do the rice cereals have more sodium (mg) per serving than the oat cereals?
Conclusion: The estimated p-value is 0.369. Hence, retain the null hypothesis and conclude that the rice cereals do not have more sodium (mg) per serving than the oat cereals.
3) Ans: From b) and c) the fat and the sodium are not different between the two cereal that is rice and Oat. Hence, we will prefer the cereal which has a large number of Calories.