In: Statistics and Probability
According to a February 2020 Pew Research Center survey, The Virtues and Downsides of Online Dating, 30% of U.S. adults say they have used a dating site or app. The percentage is reported as 28% for Hispanics, 31% for blacks and 29% for whites. Sample sizes were reported as 663 for Hispanics, 519 for blacks, and 3,321 for whites.
At a 10% level of significance, does the survey indicate any significant difference in use of dating sites or apps among white, black, and Hispanic adults?
null hypothesis:Ho:
there is no differnece in use of dating sites among white, black, and Hispanic adults
there is a differnece in use of dating sites among white, black, and Hispanic adults
degree of freedom(df) =(rows-1)*(columns-1)= | 2 |
for 2 df and 0.1 level , critical value χ2= | 4.605 |
Decision rule : reject Ho if value of test statistic X2>4.605 |
Applying chi square test of Homogeniety: |
Expected | Ei=row total*column total/grand total | White | Black | Hispanic | Total |
Use | 192.8200 | 150.9400 | 965.8600 | 1310 | |
do not use | 470.1800 | 368.0600 | 2355.1400 | 3193 | |
total | 663.00 | 519.00 | 3321.00 | 4503.00 | |
chi square χ2 | =(Oi-Ei)2/Ei | White | Black | Hispanic | Total |
Use | 0.267 | 0.656 | 0.008 | 0.9312 | |
do not use | 0.110 | 0.2690 | 0.0033 | 0.3819 | |
total | 0.3770 | 0.9249 | 0.0112 | 1.313 | |
test statistic X2 = | 1.3131 |
since test statistic does not falls in rejection region we fail to reject null hypothesis | |||
we do not have have sufficient evidence to conclude that there is a difference in use of dating sites or apps among white, black, and Hispanic adults |