In: Statistics and Probability
The polling organization Ipsos conducted telephone surveys in March of 2004, 2005 and 2006. In each year, 1001 people age 18 or older were asked about whether they planned to use a credit card to pay federal income taxes that year. The data are given in the accompanying table. Is there evidence that the proportion falling in the three credit card response categories is not the same for all three years? Test the relevant hypotheses using a .05 significance level. (Use 2 decimal places.) Intent to Pay Taxes with a Credit Card 2004 2005 2006 Definitely/Probably Will Might/Might Not/Probably Not Definitely Not 46 172 791 47 173 761 49 182 800 χ2 = P-value interval p < 0.001 0.001 ≤ p < 0.01 0.01 ≤ p < 0.05 0.05 ≤ p < 0.10 p ≥ 0.10
H0: The proportion falling in the three credit card response
categories is the same for all three years
H1: The proportion falling in the three credit card response
categories is not the same for all three years
Let the los be alpha = 5%
From the given data, The observed frequencies are
2004 | 2005 | 2006 | Total | |
Definitely/Probably Will | 46 | 172 | 791 | 1009 |
Might/Might | 47 | 173 | 761 | 981 |
Definitely Not | 49 | 182 | 800 | 1031 |
Total | 142 | 527 | 2352 | 3021 |
The expected frequencies are
2004 | 2005 | 2006 | Total | |
Definitely/Probably Will | 47.427 | 176.016 | 785.557 | 1009 |
Might/Might | 46.111 | 171.131 | 763.758 | 981 |
Definitely Not | 48.461 | 179.853 | 802.685 | 1031.00 |
Total | 141.999 | 527 | 2352 | 3021.00 |
The chi-square contribution values are
Oi | Ei | (Oi-Ei)^2 /Ei |
46 | 47.427 | 0.0429 |
172 | 176.016 | 0.0916 |
791 | 785.557 | 0.0377 |
47 | 46.111 | 0.0171 |
173 | 171.131 | 0.0204 |
761 | 763.758 | 0.01 |
49 | 48.461 | 0.006 |
182 | 179.853 | 0.0256 |
800 | 802.685 | 0.009 |
Total: | 0.2603 |
Degrees of freedom: 4
Test Statistic, X^2: 0.2603
Critical X^2: 9.48772
P-Value: 0.9922
Since chi-square value < Chi-square critical value and P-value > alpha 0.05 so we accept H0
Thus we conclude that the proportion falling in the three credit card response categories is the same for all three years