Question

In: Statistics and Probability

Problem 1: A psychologist is interested in a diet plan that is said to work better...

Problem 1: A psychologist is interested in a diet plan that is said to work better than any other diet. To test this the psychologist randomly assigns 32 friends to one of four diet plans: Life of Herbs (LOH), E-Mail-A-Meal (EAM), Weight-Lookers (WLK), and Low-Carbs (LOC). The numbers represent weight loss in pounds for three months for each friend.  
LOH-14,19,12,9,14,15,18,8
EAM-11,15,9,19,12,10,20,8
WLK-10,5,6,11,4,5,4,3
LOC-25,18,24,29,17,20,23,27

The sum of squares between groups (SSB) for this problem is

a) 1150.75

b) 436.75

c) 1587.50

d) 24.591

The sum of squares within groups (SSW) for Problem 1 is

a) 1150.75

b) 436.75

c) 1587.50

d) 24.591

The sum of squares total (SST) for Problem 1 is

a) 1150.75

b) 436.75

c) 1587.50

d) 24.591

The F value for Problem 1 is

a) 1150.75

b) 436.75

c) 1587.50

d) 24.591

the degrees of freedom for the numerator (df1) is

a) 3

b) 28

c) 31

d) 1

the degrees of freedom for the denominator (df2) is

a) 3

b) 28

c) 31

d) 1

The mean squares within groups (MSW) is

a) 383.583

b) 436.750

c) 15.598

d) 24.591

The null hypothesis for Problem 1 should be

a) rejected

b) not rejected

c) retained

d) none of the above

Which of the following can be concluded about the Problem 1 experiment?

a) There are differences in weight loss among the groups.

b) There are no differences in weight loss among the groups.

c) One group was superior to the other groups in weight loss.

d) Two of the groups were better than the others in weight loss.

Solutions

Expert Solution

The sum of squares between groups (SSB) for this problem is

Ans:

a) 1150.75

The sum of squares within groups (SSW) for Problem 1 is

Ans:

b) 436.75

The sum of squares total (SST) for Problem 1 is

Ans:

c) 1587.50

The F value for Problem 1 is

Ans:

d) 24.591

the degrees of freedom for the numerator (df1) is

Ans:

a) 3

the degrees of freedom for the denominator (df2) is

Ans:

b) 28

The mean squares within groups (MSW) is

Ans:

a) 383.583

The null hypothesis for Problem 1 should be

Ans:

a) rejected

Which of the following can be concluded about the Problem 1 experiment?

Ans:

a) There are differences in weight loss among the groups.

#######################Explanation#################

Let and be the mean weight loss due to four diet plans: Life of Herbs (LOH), E-Mail-A-Meal (EAM), Weight-Lookers (WLK), and Low-Carbs (LOC) respectively

The null hypothesis for an ANOVA always assumes the population means are equal.

Hence, the null hypothesis as:

i.e There are no differences in weight loss among the groups.

and the alternative hypothesis is given by

i.e There are differences in weight loss among the groups.

The given dataset is

LOH EAM WLK LOC
14 11 10 25
19 15 5 18
12 9 6 24
9 19 11 29
14 12 4 17
15 10 5 20
18 20 4 23
8 8 3 27

Let Xij be the observations.

i = 1,2 ...r. r is total number of rows

j= 1,2,...t t is total number of treatment.

Here

r= 8

t=4

N= Total observation

= r*t

=32

The mean of these treatment can be calculate as

= 109 / 8

= 13.625

= 104 / 8

= 13

= 48/8

= 6

= 183 / 8

= 22.875

Now obtaining the grand mean ( )

=444 / 32

=13.875

Now calculating Sum of Squares.

Total Sum of Squares (TSS)

=(14-13.875)2+ (19-13.875)2 +(12-13.875)2 +...( 23-13.875)2 +( 2713.875)2

= 158735

The sum of squares between groups (SSB)

= ( 13.625-13.875)2+( 13-13.875)2+( 6-13.875)2+( 22.875-13.875)2

= 1150.75

sum of squares within groups (SSW)

SSW = TSS - SSB

=  1587.50 - 1150.75

= 436.75

Obtaining Degree of Freedom

df( between)= t-1

=3

df(within) = N -t

= 28

Calculating Mean Square of Within groups (MSW)

= 446.75 / 28

= 15.59821

Calculating Mean Square of Between groups (MSB)

= 1150.75 / 3

= 383.5833

Now obtaining the test statistic( F- statistic)

= 383.5833 / 15.5927

= 24.59149

The critical value is given as

= F0.05,3,28

From table

F0.05,3,28= 2.9467

Decision Rule:

Reject H0 null hypothesis if F (calculated) > F(critical value)

Here F (calculated)= 24.59149 > F(critical value) = 2.9467

Reject the null hypothesis.

Hence the mean weight loss due t. four diet plans: Life of Herbs (LOH), E-Mail-A-Meal (EAM), Weight-Lookers (WLK), and Low-Carbs (LOC) is significantly differenent


Related Solutions

A child psychologist is interested in the effects of diet on behavior. He places four groups...
A child psychologist is interested in the effects of diet on behavior. He places four groups of eight children on different diets that vary in their level of sugar content. He scores the amount of activity in the children on a scale from 1 to 10. The data appear in the file DIET.csv. Use a 1-way ANOVA and (if appropriate) a S-N-K post hoc test to determine if sugar effects behavior and which levels of sugar produce different activity levels...
1.ANova Problem Imagine that you are a research psychologist who is interested in studying the effects...
1.ANova Problem Imagine that you are a research psychologist who is interested in studying the effects of a new drug for treating moderate depression. You are interested not only in the efficacy of the new drug, but also how effective it is in conjunction with therapy. You expect that patients who are treated with the new drug and therapy together would show the lowest scores on the Beck Depression Inventory (BDI), indicating the greatest relief from their depressive symptoms, but...
A school psychologist is interested in determining if children with attention deficit disorder (ADD) learn better...
A school psychologist is interested in determining if children with attention deficit disorder (ADD) learn better if English literature is read to them rather than having them read the material themselves. A random sample of 10 sixth graders with ADD is selected and divided into two groups of 5 each. One of the groups has a story read to them (Listening Group) and the other reads the story themselves (Reading Group). A quiz on the story is given after each...
Problem Page A psychologist is interested in the mean IQ score of a given group of...
Problem Page A psychologist is interested in the mean IQ score of a given group of children. It is known that the IQ scores of the group have a standard deviation of 16 . The psychologist randomly selects 60 children from this group and finds that their mean IQ score is 106 . Based on this sample, find a 95 % confidence interval for the true mean IQ score for all children of this group. Then complete the table below....
Problem Set 1: Linear Regression Analysis Research Scenario: A community psychologist is interested in whether people’s...
Problem Set 1: Linear Regression Analysis Research Scenario: A community psychologist is interested in whether people’s self-reported degree of religious belief predicts their self-reported feelings of well-being. She administers two questionnaires to 17 individuals, one of which measures degree of religious beliefs (scores range from 1-20 with higher scores indicating higher degree of belief), and another which measures feelings of well-being (scores range from 1-25 with higher scores indicating stronger feelings of well-being). The psychologist compiles the information listed in...
You are an experimental psychologist interested in finding out how effective a new medication might work...
You are an experimental psychologist interested in finding out how effective a new medication might work for treating depression. Describe a study you might conduct to reach some conclusions on this matter. Be sure to define and provide examples of the following terms and concepts, demonstrating your understanding of each: hypothesis, independent variable, dependent variable, random assignment of participants, ethical guidelines.
Problem Set 2: Linear Regression Analysis Research Scenario: A social psychologist is interested in whether the...
Problem Set 2: Linear Regression Analysis Research Scenario: A social psychologist is interested in whether the number of days spent in a refugee camp predicts trauma levels in recently resettled refugees. He interviews 17 refugees to determine how many days they spent in a refugee camp before being resettled, then administers the Harvard Trauma Questionnaire Part IV (HTQ Part 4), where a higher score indicates higher levels of trauma (Mollica et al., 1992). He compiles the information in the table...
Problem Set 2: Linear Regression Analysis Research Scenario: A social psychologist is interested in whether the...
Problem Set 2: Linear Regression Analysis Research Scenario: A social psychologist is interested in whether the number of days spent in a refugee camp predicts trauma levels in recently resettled refugees. He interviews 17 refugees to determine how many days they spent in a refugee camp before being resettled, then administers the Harvard Trauma Questionnaire Part IV (HTQ Part 4), where a higher score indicates higher levels of trauma (Mollica et al., 1992). He compiles the information in the table...
Problem Set 2: Linear Regression Analysis Research Scenario: A social psychologist is interested in whether the...
Problem Set 2: Linear Regression Analysis Research Scenario: A social psychologist is interested in whether the number of days spent in a refugee camp predicts trauma levels in recently resettled refugees. He interviews 17 refugees to determine how many days they spent in a refugee camp before being resettled, then administers the Harvard Trauma Questionnaire Part IV (HTQ Part 4), where a higher score indicates higher levels of trauma (Mollica et al., 1992). He compiles the information in the table...
1. An educational psychologist is interested in knowing whether the experience of attending preschool is related...
1. An educational psychologist is interested in knowing whether the experience of attending preschool is related to subsequent sociability. She identifies two groups of first graders: those who had attended preschool and those who had not. Then each child is assigned a sociability score on the basis of observations made in the classroom and on the playground. Perform the 4 steps of hypothesis testing if using alpha is set at .05 for a two-tailed test. The following sociability results are...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT