Question

In: Statistics and Probability

In 2008, Devry “University” infamously collected data comparing the starting salaries of graduating students with surnames...

In 2008, Devry “University” infamously collected data comparing the starting salaries of graduating students with surnames beginning with the letters A through M with those whose surnames begin with N through Z. The study was famously panned. For a sample of 30 students in the A-M category, the avg starting salary was $37,233.33, with a standard deviation of $3475.54. For a sample of 36 students with surnames beginning with N-Z, the average starting salary was $35855.81, with a standard deviation of $2580.02. Test to see in the populations are actually equal using a 2% significance level.

Solutions

Expert Solution

To test to see in the populations are actually equal using a 2% significance level,

we conduct a hypothesis test to see if the population means are equal or not

n Mean (M) Variance (SS) Standard Deviation (SD)
X n1 = 30 M1 = 37233.33 SS1 = 12079378.2916 s1 = 3475.54
Y n2 = 36 M2 = 35855.81 SS2 = 6656503.2004 s2 = 2580.02

The null and alternative hypotheses are
Ho :  μ1 = μ2           (Populations are equal)
Ha :  μ1 ≠ μ2           (Populations are not equal)
where μ1, μ2 are population means for starting salaries of the two categories (surnames A-M and N-Z) respectively.
α = 0.02                 2% level of significance.

We use independent Samples T test since population standard deviation is unknown.


Using the given formulae, we get

Degrees of Freedom
df1 = n1 - 1 , df2 = n2 - 1 , df = n1 + n2 - 2 = 30 + 36 - 2 = 64

df = 64

Pooled Variance

Sp2 = 9113743.4761

Mean Squared Error Sm1-m2

Sm1-m2 = 746.2915

t-statistic


t-statistic = t = 1.8458


P-value
For t = 1.8458, df = 64 we find the two tailed p-value using t tables or Excel function t.dist.2t
p-value = t.dist.2t(abs(1.8458), 64)
p-value = 0.0695


Decision
0.0695 > 0.02
that is p-value is greater than α.
Hence we DO NOT Reject Ho.

Conclusion
There does not exist enough statistical evidence at α = 0.02 to show that the samples are from different populations.

In other words,

The populations are actually equal.


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