In: Statistics and Probability
A subtle form of racial discrimination in housing is "racial
steering." Racial steering occurs when real estate agents show
prospective buyers homes only in neighborhoods already dominated by
that family's race. This violates the Fair Housing Act of 1968.
According to an article in Chance magazine (Vol. 14, no. 2 [2001]),
tenants at a large apartment complex recently filed a lawsuit
alleging racial steering. The complex is divided into two parts,
Section A and Section B. The plaintiffs claimed that white
potential renters were steered to Section A, while African
Americans were steered to Section B. The table below shows the data
that was presented in court to show the locations of recently
rented apartments.
New Renters
White Black
Section A 87 8
Section B 83 34
Is there evidence of racial steering?
Compute a p-value and confidence interval.
Observed Frequencies | |||||||
WHITE | BLACK | Total | |||||
A | 87 | 8 | 95 | ||||
B | 83 | 34 | 117 | ||||
Total | 170 | 42 | 212 | ||||
Expected frequency of a cell = sum of row*sum of column / total sum | |||||||
Expected Frequencies | |||||||
WHITE | BLACK | Total | |||||
A | 170*95/212=76.179 | 42*95/212=18.821 | 95 | ||||
B | 170*117/212=93.821 | 42*117/212=23.179 | 117 | ||||
Total | 170 | 42 | 212 | ||||
(fo-fe)^2/fe | |||||||
A | 1.537 | 6.221 | |||||
B | 1.248 | 5.051 |
Chi-Square Test Statistic,χ² = Σ(fo-fe)^2/fe =
14.058
Level of Significance = 0.05
Number of Rows = 2
Number of Columns = 2
Degrees of Freedom=(#row - 1)(#column -1) = (2- 1 ) * ( 2- 1 )
= 1
p-Value = 0.0002
Decision: p-value < α , Reject Ho
Critical Value = 3.841
Decision: test stat,X² > critical value , So, Reject the null
hypothesis
There is racial steering
Please revert back in case of any doubt.
Please upvote. Thanks in advance.