In: Statistics and Probability
Sixteen percent of drivers registered in New Jersey
are black. Of the 324 speeding tickets issued in one month on the
NJ Turnpike, 25% went to black drivers. Is the percentage of
speeding tickets issued to blacks unusually high compared with the
state's registration information? Use the alpha = 0.05 level of
significance
Solution:
Here, we have to use one sample z test for the population proportion.
The null and alternative hypotheses for this test are given as below:
Null hypothesis: H0: The percentage of speeding tickets issued to blacks is 16%.
Alternative hypothesis: Ha: The percentage of speeding tickets issued to blacks is greater than 16%.
H0: p = 0.16 versus Ha: p > 0.16
This is an upper tailed test.
We are given
Level of significance = α = 0.05
Test statistic formula for this test is given as below:
Z = (p̂ - p)/sqrt(pq/n)
Where, p̂ = Sample proportion, p is population proportion, q = 1 - p, and n is sample size
n = sample size = 324
p̂ = x/n = 0.25
p = 0.16
q = 1 - p = 0.84
Z = (p̂ - p)/sqrt(pq/n)
Z = (0.25 - 0.16)/sqrt(0.16*0.84/324)
Z = 0.09 / 0.0204
Z = 4.4189
Test statistic = 4.4189
P-value = 0.0000
(by using z-table)
P-value < α = 0.05
So, we reject the null hypothesis
There is sufficient evidence to conclude that the percentage of speeding tickets issued to blacks is unusually high compared with the state's registration information.