In: Statistics and Probability
A researcher wonders whether the recession has changed apartment prices in his city. Before the recession, the mean was known to be $780. He randomly selects 16 apartments. His sample has a mean of $850 and a standard deviation of $75. (a) Test the claim that the price has changed at the =.1 level (b) In addition to your conclusion, write a sentence on whether you would recommend conducting a larger study.
a)
Formulating the null and alternative hypotheses,
Ho: u = 780
Ha: u =/ 780
As we can see, this is a two tailed test.
Thus, getting the critical t,
df = n - 1 = 15
tcrit = +/- 1.753
Getting the test statistic, as
X = sample mean = 850
uo = hypothesized mean = 780
n = sample size = 16
s = standard deviation = 75
Thus, t = (X - uo) * sqrt(n) / s = 3.7333
Also, the p value is
The two-tailed P value equals 0.0020
As P < 0.10, we REJECT THE NULL
HYPOTHESIS.
There is significant evidence that the mean apartment price has changed. [CONCLUSION]
b)
As the null hypothesis is rejected at a small sample size, then this may be enough to some practical extent. However, if there is a need to examine the change in price more precisely, then that's where we might want to conduct a larger study.