Question

In: Statistics and Probability

1) You are interested in testing if there is a difference in weight-loss between 3 popular...

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. For this study, we should use Select an answer χ²GOF-Test 2-PropZTest TInterval 2-PropZInt 2-SampTTest 1-PropZTest 1-PropZInt T-Test 2-SampTInt χ²-Test ANOVA

  2. Your friend Esmeralda helped you with the null and alternative hypotheses...
    H0: μ1=μ2=μ3H0: μ1=μ2=μ3
    H1:H1: At least one of the mean is different from the others.
  3. The test-statistic for this data = (Please show your answer to 3 decimal places.)

  4. The p-value for this sample =  (Please show your answer to 4 decimal places.)

  5. The p-value is Select an answer greater than alpha less than (or equal to) alpha  αα

  6. Base on this, we should Select an answer reject the null hypothesis fail to reject the null hypothesis accept the null hypothesis  hypothesis

  7. As such, the final conclusion is that...
    • There is sufficient evidence to support the claim that course delivery type is a factor in final exam score.
    • There is insufficient evidence to support the claim that course delivery type is a factor in final exam score.

Solutions

Expert Solution

(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.


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