Question

In: Statistics and Probability

"Three Sample ANOVA QA" Researcher wants to compare three Types of Therapy [Behavior Therapy (BT), Cognitive...

"Three Sample ANOVA QA"

Researcher wants to compare three Types of Therapy [Behavior Therapy (BT), Cognitive Therapy (CT), and Cognitive-Behavior Therapy (CBT)] to determine which therapy works best (lowers) for treating clinical depression. The researcher selects a sample of individuals who have been diagnosed with clinical depression of size 33 (N = 33) to test the research hypothesis (alternative hypothesis) that there is a difference in the ability of the three therapies to treat clinical depression. The 33 participants are randomly assigned to each type of therapy (BT, CT, and CBT). Each participant receives their assigned therapy for a 6-month period. At the end of the 6-month period, the researcher administers a standardized test of depression to each participant (low numbers indicate less depression). The data are listed below. The researcher wants to maximize the power of this statistical test.

   BT CT CBT   
90 88 86
89 87 85
88 86 84
87 85 83
86 84 82
85 83 81
84 82 80
83 81 76
82 80 78
81 79 77
    80 78 79   

Means 85 83 81 Grand Mean = 83

2)What is the correct observed test statistic value for this statistical test of the means (Round to two decimal places)?

3)What is the correct critical value for this statistical test of the means?

6)If appropriate, conduct post-hoc analysis using Tukey’s HSD. What is the critical value?

7)If appropriate, what is the value of Tukey’s HSD for comparing BT to CT (Round to two decimal places)?

8)If appropriate, what is the value of Tukey’s HSD for comparing BT to CBT (Round to two decimal places)?

9)If appropropriate, what is the value of Tukey’s HSD for comparing CT to CBT (Round to two decimal places)?

Solutions

Expert Solution

A B C D
count, ni = 11 11 11
mean , x̅ i = 85.000 83.00 81.00
std. dev., si = 3.317 3.317 3.317
sample variances, si^2 = 11.000 11.000 11.000
total sum 935 913 891 2739 (grand sum)
grand mean , x̅̅ = Σni*x̅i/Σni =   83.00
square of deviation of sample mean from grand mean,( x̅ - x̅̅)² 4.000 0.000 4.000
TOTAL
SS(between)= SSB = Σn( x̅ - x̅̅)² = 44.000 0.000 44.000 88
SS(within ) = SSW = Σ(n-1)s² = 110.000 110.000 110.000 330.0000

no. of treatment , k =   3
df between = k-1 =    2
N = Σn =   33
df within = N-k =   30
  
mean square between groups , MSB = SSB/k-1 =    44.0000
  
mean square within groups , MSW = SSW/N-k =    11.0000
  
F-stat = MSB/MSW =    4.0000

anova table
SS df MS F p-value F-critical
Between: 88.00 2 44.00 4.00 0.029 3.32
Within: 330.00 30 11.00
Total: 418.00 32

       α =    0.05  

F stat = 4.00

critical value = 3.32

f stat > critical, reject null hypothesis    

  
              
...........

Level of significance 0.05
no. of treatments,k 3
DF error =N-k= 30
MSE 11.000
q-statistic value(α,k,N-k) 3.4900

tukey HSD = 3.49

critical value = q*√(MSE/n)
if absolute difference of means > critical value,means are significnantly different ,otherwise not
confidence interval
population mean difference critical value lower limit upper limit result
µ1-µ2 2.00 3.49 -1.49 5.49 means are not different
µ1-µ3 4.00 3.49 0.51 7.49 means are different
µ2-µ3 2.00 3.49 -1.49 5.49 means are not different

...................

THANKS

revert back for doubt

please upvote


Related Solutions

A researcher wants to evaluate the effectiveness of cognitive behavior therapy which he thinks will decrease...
A researcher wants to evaluate the effectiveness of cognitive behavior therapy which he thinks will decrease depression scores. Prior to testing, each of n = 10 patients rated their current level of depression on a self-report survey. After attending cognitive behavior therapy for a month, a second rating is recorded. The data are as follows:            Before   After                                                 5          2                                                 7          7                                                 10         7                                                 14         10              Do the results indicate a significant difference? Use α = .01. If so, what percent of the decrease...
"Three Sample ANOVA QB" Researcher wants to compare test performance for tests printed on three different...
"Three Sample ANOVA QB" Researcher wants to compare test performance for tests printed on three different colors of paper; Red, Green, and the Standard White. The researcher selects a sample of 11 individuals and has each individual take one test on Red paper, another test on Green paper, and a third test on the Standard White paer. The data are listed below. The researcher wants to minimize the probability of making a Type I error.    Red Green White   ...
A researcher uses an ANOVA to compare nine treatment conditions with a sample size of n...
A researcher uses an ANOVA to compare nine treatment conditions with a sample size of n = 13 in each treatment. For this analysis find the degrees of freedom. What is df(treatment)? This is sometimes referred to as the “numerator degrees of freedom.” What is df(error)? This is sometimes referred to as the “denominator degrees of freedom.” If the scenario was changed so that there were still nine treatments, but there were different sample sizes for each treatment (a.k.a. an...
A researcher wants to compare the efficacy of three different techniques for memorizing information. They are...
A researcher wants to compare the efficacy of three different techniques for memorizing information. They are repetition, imagery, and mnemonics. The researcher randomly assigns participants to one of the techniques. Each group is instructed in their assigned memory technique and given a document to memorize within a set time period. Later, a test about the document is given to all participants. The scores are collected and analyzed using a one-way ANOVA. Here is the ANOVA table with the results: Source...
A researcher wants to see if there are any differences between three types of studying: Studying...
A researcher wants to see if there are any differences between three types of studying: Studying in a quiet room, studying in a room with classical music playing, and studying in a room with loud lawn equipment going on outside the window. She recruits 9 college students and puts three in each group. She has them read an excerpt from a physics textbook and then gives them a 5-question quiz. Below are their scores. Does study condition have an effect...
Review the following course materials: Rational Emotive Behavior Cognitive Therapy In this assignment, you will review...
Review the following course materials: Rational Emotive Behavior Cognitive Therapy In this assignment, you will review and respond to a therapy session conducted by professional counselors using one of the following theoretical frameworks: cognitive or rational emotive behavior. Select on therapy session (rational emotive behavior or cognitive therapy). Utilize the course material, in addition to the textbook, for the theoretical framework selected. Think about the techniques being used in the therapy session. Create a 7-10-slide presentation about the selected session....
"Correlation/Regression QA" Use the following information to answer the following 15 questions. A researcher wants to...
"Correlation/Regression QA" Use the following information to answer the following 15 questions. A researcher wants to determine the relationship between Number of Cigarettes Smoked (X) and Lung Function (Y). The researcher asks participants how many cigarettes they average smoking per day and measures their lung function. The data are presented below. Number of Cigarettes:    0,     0,    0,     0.     5,     5,     5,    10,   10,   10,   13,   20,   20,   30,   30,   30,   40,   60 Lung Function:             100,   88,   98,   97,   94,   84,  ...
A consumer magazine wants to compare the lifetimes of ballpoint pens of three different types. The...
A consumer magazine wants to compare the lifetimes of ballpoint pens of three different types. The magazine takes a random sample of pens of each type in the following table. Assume that the populations are normally distributed with the same variance. Brand 1 Brand 2 Brand 3 260 187 237 218 245 251 185 164 246 227 219 218
A counselor hypothesizes that a popular new cognitive therapy increases depression. The counselor collects a sample...
A counselor hypothesizes that a popular new cognitive therapy increases depression. The counselor collects a sample of 28 students and gives them the cognitive therapy once a week for two months. Afterwards the students fill out a depression inventory in which their mean score was 50.73. Normal individuals in the population have a depression inventory mean of 50 with a variance of 12.96. What can be concluded with α = 0.01? - c) Obtain/compute the appropriate values to make a...
A counselor hypothesizes that a popular new cognitive therapy reduces anxiety. The counselor collects a sample...
A counselor hypothesizes that a popular new cognitive therapy reduces anxiety. The counselor collects a sample of 14 students and gives them the cognitive therapy once a week for two months. Afterwards the students fill out an anxiety inventory in which their average score was 54.9. Normal individuals in the population have an anxiety inventory average of 50 with a variance of 6.76. What can be concluded with α = 0.05? a) What is the appropriate test statistic? ---Select one---...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT