Question

In: Statistics and Probability

A student counsellor is concerned about students’ stress levels. S/he wants to understand whether students in...

A student counsellor is concerned about students’ stress levels. S/he wants to understand whether students in different courses have similar stress levels.

The following table shows a random sample of students in different courses and their stress levels (n= 214214). Use the table to answer the questions which follow.

Stress Levels by Enrolment

Enrolment Low Normal High
Human Sciences 40 43 46
Science 25 38 22
  1. (1 mark) What proportion of the students in the study have normal stress level? (3dp) Answer

  2. (1 mark) What proportion of the Science students have low stress level? (3dp) Answer

  3. (1 mark) What proportion of the students have high stress levels were Human Sciences students? (3dp) Answer

The student counsellor would like to answer the following research question: Do students in different courses experience different stress levels? S/he sets up the following null and alternative hypotheses to answer the research question.

H0:H0: There is no association between enrolled course and level of stress. H1:H1: There is an association between enrolled course and level of stress.

  1. (1 mark) What is the expected value for Human Sciences students who have low stress levels? (3dp) Answer

  2. The absolute value of the test statistic is equal to (type your answer with 3 dp) Answer

  3. (1 mark) The degrees of freedom is equal to (type your answer as an integer) Answer

  4. (1 mark) The p-value is smaller than 0.05 Answertruefalse

  5. (1 mark) We decide that Answerp value is greater than 0.05, therefore we do not reject the null hypotesisp value is less than 0.05, therefore we reject the null hypotesis

  6. (2 mark) Our conclusion is that AnswerThere is no association between enrolled course and level of stress.There is an association between enrolled course and level of stress.

  7. We are 95% confident that proportion of students with normal stress level for Science is between Answer (lower limit) and Answer (upper limit). Type your answers with 3dp.

Solutions

Expert Solution

Enrolment Low Normal High total
Human Sciences 40 43 46 129
Science 25 38 22 85
total 65 81 68 214

  proportion of the students in the study have normal stress level = 81/214= 0.379

proportion of the Science students have low stress level = 25/85 = 0.294

proportion of the students have high stress levels were Human Sciences students= 46/68= 0.676

================

H0: There is no association between enrolled course and level of stress.

H1:H1: There is an association between enrolled course and level of stress.

Chi-Square Test of independence
Observed Frequencies
Enrolment Low Normal High Total
Human Sciences 40 43 46 129
Science 25 38 22 85
Total 65 81 68 214
Expected frequency of a cell = sum of row*sum of column / total sum
Expected Frequencies
Low Normal High Total
Human Sciences 65*129/214=39.182 81*129/214=48.827 68*129/214=40.991 129
Science 65*85/214=25.818 81*85/214=32.173 68*85/214=27.009 85
Total 65 81 68 214
(fo-fe)^2/fe
Human Sciences 0.0171 0.6954 0.612
Science 0.0259 1.0554 0.929

expected value for Human Sciences students who have low stress level= 65*129/214=39.182

Chi-Square Test Statistic,χ² = Σ(fo-fe)^2/fe =   3.3350
Number of Rows =   2
Number of Columns =   3
Degrees of Freedom=(#row - 1)(#column -1) = (2- 1 ) * ( 3- 1 ) =   2

The p-value is smaller than 0.05= FALSE

We decide that Answerp value is greater than 0.05, therefore we do not reject the null hypotesis

Our conclusion is that AnswerThere is no association between enrolled course and level of stress

========

Level of Significance,   α =    0.05          
Number of Items of Interest,   x =   38          
Sample Size,   n =    214          
                  
Sample Proportion ,    p̂ = x/n =    0.1776          
z -value =   Zα/2 =    1.960   [excel formula =NORMSINV(α/2)]      
                  
Standard Error ,    SE = √[p̂(1-p̂)/n] =    0.026123          
margin of error , E = Z*SE =    1.960   *   0.02612   =   0.0512
                  
95%   Confidence Interval is              
Interval Lower Limit = p̂ - E =    0.17757   -   0.05120   =   0.1264
Interval Upper Limit = p̂ + E =   0.17757   +   0.05120   =   0.2288
                  
95%   confidence interval is (   0.126   < p <    0.229   )


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