In: Math
You are curious about the role of graduate status on work-life balance in Tech students. In a sample of 100 undergraduate students, 37 reported having trouble balancing school and work. In a separate sample of 75 graduate students, 50 had trouble with this balance. Test the null hypothesis that undergraduate or graduate students are equally likely to have trouble with work-life balance (alpha=0.05).
For independent sample t-tests: mean values for each sample, the variances for each sample, estimated standard error of the difference in means, the t-ratio, degrees of freedom, the t-critical value, and your decision to reject or retain the null.
For dependent sample t-tests: mean values for each sample, standard deviation for the difference between groups, standard error of the difference between the means, the t-ratio, degrees of freedom, the t-critical value, and your decision to reject or retain the null.
For proportions: sample proportions, combined proportions, standard error of the difference, z-score, critical z-score, and your decision to reject or retain the null.
p1 : Proportion of undergraduate students who have trouble balancing school and and work
p2 : Proportion of graduate students who have trouble balancing school and and work
Null hypothesis : Ho : p1 = p2
Alternate Hypothesis : Ha : p1 p2
Two-tailed test
Given,
In a sample of 100 undergraduate students, 37 reported having trouble balancing school and work
Sample size for undergraduate students: n1 = 100
Number of reported having trouble balancing school and and work of the undergraduate student sample :x1 = 37
Sample Proportion of undergraduate students who have trouble balancing school and and work : = 37/100 =0.37
In a separate sample of 75 graduate students, 50 had trouble with this balance
Sample size for graduate students: n2 = 75
Number of reported having trouble balancing school and and work of the graduate student sample :x2 = 50
Sample Proportion of graduate students who have trouble balancing school and and work : = 50/75 =0.6667
Sample Proportions :
Sample Proportion of undergraduate students who have trouble balancing school and and work : = 37/100 =0.37
Sample Proportion of graduate students who have trouble balancing school and and work : = 50/75 =0.6667
combined proportion
Standard error of the Difference : SE
Standard error of the Difference: SE =0.0764
Z-score :
Z-score = -3.8848
Critical Z-score for Two Tailed test:Given Alpha : =0.05
As Z-score is less than Critical Z-score i.e. ( -3.88<-1.96 ); Reject Null Hypothesis.
Reject the null.