In: Math
Please answer the following questions based on the analysis in excel.
1. Calculate the mean, standard deviation, and variance of the two samples. Embed the answers in the data sheet.
2. Calculate the degrees of freedom for a t test assuming the population standard deviation is unknown with unequal variance between samples.
3. Perform a two-tailed two-sample mean test assuming the population standard deviation is unknown with unequal variance. (.01 significance level)
4. State your conclusion from the two-tailed test.
M car | J car |
31 | 27 |
30 | 29 |
29 | 27 |
30 | 28 |
33 | 28 |
36 | 29 |
31 | 30 |
29 | 28 |
28 | 30 |
34 | 25 |
26 | 27 |
32 | 25 |
28 | 28 |
28 | 26 |
32 | 24 |
28 | 25 |
33 | 31 |
33 | 28 |
28 | 26 |
27 | 28 |
35 | 25 |
30 | 28 |
26 | 27 |
31 | 28 |
27 | |
26 | |
28 | |
25 | |
Excel output:
M car | J car | M car | J car | |||
31 | 27 | Mean | 30.33333 | 27.25 | ||
30 | 29 | Variance | 7.623188 | 3.009259 | ||
29 | 27 | Std. dev | 2.761012 | 1.734722 | ||
30 | 28 | |||||
33 | 28 | |||||
36 | 29 | t-Test: Two-Sample Assuming Unequal Variances | ||||
31 | 30 | |||||
29 | 28 | Variable 1 | Variable 2 | |||
28 | 30 | Mean | 30.33333 | 27.25 | ||
34 | 25 | Variance | 7.623188 | 3.009259 | ||
26 | 27 | Observations | 24 | 28 | ||
32 | 25 | Hypothesized Mean Difference | 0 | |||
28 | 28 | df | 38 | |||
28 | 26 | t Stat | 4.729026 | |||
32 | 24 | P(T<=t) one-tail | 1.54E-05 | |||
28 | 25 | t Critical one-tail | 1.685954 | |||
33 | 31 | P(T<=t) two-tail | 3.08E-05 | |||
33 | 28 | t Critical two-tail | 2.024394 | |||
28 | 26 | |||||
27 | 28 | |||||
35 | 25 | |||||
30 | 28 | |||||
26 | 27 | |||||
31 | 28 | |||||
27 | ||||||
26 | ||||||
28 | ||||||
25 | ||||||
You can use following functions and test to find answer:
Mean: =average()
variance: =var()
standard deviation: =stdev()
Now use " t test: two sample Assuming unequal variance test " to find degrees of freedom, p value
1.
M car | J car | |
Mean | 30.33333 | 27.25 |
Variance | 7.623188 | 3.009259 |
Std. dev | 2.761012 | 1.734722 |
2.
Degrees of freedom = 38
3.
test statistics =t = 4.729026
p value = 0.0000308
4.
Since p value is smaller than 0.05 we reject null hypothesis of equal mean at 5 % level of significance and conclude that two population means are significantly different.