In: Math
In a city, the racial make up is 68% White, 24% Black, 5% Asian and the remainder are classified as Other. A report on traffic stops by police officers in this city is being used to determine if the racial makeup of the motorists stopped reflect the racial makeup of the city. The race of drivers stopped by police officers over a 4 month period is recorded in the table. Determine if there is sufficient evidence to warrant the claim that the racial makeup of drivers in traffic stops significantly differs from the city's racial makeup.
R
Race | White | Black | Asian | Other |
Drivers | 896 | 399 | 68 | 57 |
ace White Black Asian Other Drivers 896 399 68 57 At the 0.025 significance level, test the claim that the racial distribution of drivers stopped in traffic stops conforms to the city's distribution of races.
The test statistic
is χ2=
The p-value is T
he conclusion is A. There is sufficient evidence to claim the racial makeup of drivers pulled over in traffic stops does not reflect the racial makeup of the city. B. There is not sufficient evidence to claim the racial makeup of drivers pulled over in traffic stops does not reflect the racial makeup of the city
Null Hypothesis : Ho : The racial distribution of drivers stopped in traffic stops conforms to the city's distribution of races
Alternate Hypothesis : Ha: The racial distribution of drivers stopped in traffic stops does not conform to the city's distribution of races
Where O : Observed Frequency
E : Expected Frequency
Race | White | Black | Asian | Other | Total |
Drivers:Observe Frequency |
896 |
399 |
68 |
57 |
1420 |
City Racial Makeup |
68% |
24% |
5% |
100-68-24-5 =3 |
% |
Expected frequency : City Racial makeup percentage x Total number drivers.
Race | White | Black | Asian | Other | Total |
Drivers: Observe Frequency :O | 896 | 399 | 68 | 57 | 1420 |
City Racial Makeup | 68% | 24% | 5% | 3% | |
Expected Frequnecy: E | 68% of 1420 | 24% of 1420 | 5% of 1420 | 3% of 1420 | |
Expected Frequnecy: E | 965.6 | 340.8 | 71 | 42.6 | 1420 |
O | E | O-E | (O-E)2 | (O-E)2/E |
896 | 965.6 | -69.6 | 4844.16 | 5.016735708 |
399 | 340.8 | 58.2 | 3387.24 | 9.939084507 |
68 | 71 | -3 | 9 | 0.126760563 |
57 | 42.6 | 14.4 | 207.36 | 4.867605634 |
Total | 19.95018641 |
=19.95019
Degrees of freedom = Number of Categories -1 = 4-1 = 3
p-Value = P( > Test Statistic ) = P( > 19.95019) = 0.00017
Level of significance : = 0.05
As p-value : 0.00017 < : 0.05 ; Reject null hypothesis ;
Therefore,
The conclusion is
A. There is sufficient evidence to claim the
racial makeup of drivers pulled over in traffic stops does not
reflect the racial makeup of the city.