In: Statistics and Probability
1) You are interested in testing if there is a difference in
weight-loss between 3 popular diet types; low calorie, low fat and
low carb. Participants are randomly assigned one of the three
groups or a control group. The control group will be told that are
participating in a weight-loss study, but will not be following any
particular diet. This is to study the placebo effect, weight-loss
from just participating in the study.
At the start of the study,each participant's weight is recorded in
pounds. After 8 weeks they are weighed again, and the weight
difference is recorded. A positive value represents a weight loss
while a negative value represents a weight gain. Test at 5%
significance.
Low Calorie | Low Fat | Low Carb | Control |
---|---|---|---|
10.2 | 6.2 | 2.9 | 2.7 |
7.3 | 6 | 2.8 | 3.4 |
4.7 | 3.4 | 4.4 | 0.6 |
9 | 2 | 5.6 | -1.4 |
2.7 | 3 | 3 | 0.7 |
What is the factor variable? Select an answer Diet Type Pounds
Lost
What is the response variable? Select an answer Pounds Lost Diet
Type
Test Statistic:
P-Value:
Decision Rule: Select an answer Accept the Null Reject the Null
Fail to Reject the Null
Did Something Significant Happen? Select an answer Nothing
Significant Happened Significance Happened
There Select an answer is is not to conclude Select an
answer The true average weight loss is the same for all diet types.
At least one true average weight loss is different between the diet
types.
2) Is a statistics class' delivery type a factor in how well students do on the final exam? The table below shows the average percent on final exams from several randomly selected classes that used the different delivery types.
Hybrid | Online | Face-to-Face |
---|---|---|
70 | 58 | 80 |
85 | 63 | 77 |
62 | 72 | 87 |
82 | 80 | 100 |
66 | 92 | 89 |
78 | 87 | 94 |
71 | 64 | 79 |
57 |
Assume that all distributions are normal, the three population
standard deviations are all the same, and the data was collected
independently and randomly. Use a level of significance of
α=0.1α=0.1.
(1)
(a)
Question:
What is the factor variable?
Correct option:
Diet Type
(b)
Question:
What is the response variable?
Correct option:
Pounds Lost
(c)
From the given data,the following Table is calculated:
Low calorie | Low fat | Low carb | Control | Total | |
N | 5 | 5 | 5 | 5 | 20 |
33.9 | 20.6 | 18.7 | 6.0 | 79.2 | |
Mean | 6.78 | 4.12 | 3.74 | 1.2 | 3.96 |
267.71 | 99.0 | 75.97 | 21.66 | 464.34 | |
Std. Dev. | 3.0768 | 1.8794 | 1.228 | 1.9013 | 2.8164 |
From the above Table, ANOVA Table is calculated as follows:
Source of Variation | Sum of Squares | Degrees of Freedom | Mean Square | F |
Between treatments | 78.22 | 3 | 78.22/3 = 26.0733 | 26.0733/ 4.5305 = 5.7551 |
Within treatments | 72.488 | 16 | 72.488/16=4.5305 | |
Total | 150.708 | 19 |
Test Statisticis given by:
F = 26.0733/ 4.5305 = 5.7551
So,
Test Statistic = 5.7551
(d)
By Technology:
P - value = 0.0072
(e)
Correct option:
Reject the Null
(f)
Correct option:
Significance Happened
(g)
Correct option:
At least one true average weight loss is different between the diet types.
(2)
(a)
Correct option:
ANOVA
(b)
Correct option:
H0: μ1=μ2=μ3
:H1: At least one of the mean is different from the others.
(c)
From the given data,the following Table is calculated:
Hybrid | Online | Face to face | Total | |
N | 8 | 7 | 7 | 22 |
571 | 516 | 606 | 1693 | |
Mean | 71.375 | 73.7143 | 86.5714 | 76.955 |
41423 | 39046 | 52896 | 133365 | |
Std. Dev. | 9.7678 | 12.9707 | 8.5021 | 12.1125 |
From the above Table, ANOVA Table is calculated as follows:
Source of Variation | Sum of Squares | Degrees of Freedom | Mean Square | F |
Between treatments | 969.9367 | 2 | 969.9367/2=484.9683 | 484.9683/ 111.1062 = 4.365 |
Within treatments | 2111.0179 | 19 | 2111.0179/ 19 = 111.1062 | |
Total | 3080.9545 | 21 |
Test Statisticis given by:
F = 484.9683/ 111.1062 = 4.365
So,
Test Statistic = 4.365
(d)
By Technology:
P - value = 0.0276
(e)
Correct option:
Reject the Null hypothesis
(f)
Correct option:
There is sufficient evidence to support the claim that course delivery type is a factor in final exam score.