In: Statistics and Probability
The income of males in each state of the United States, including the District of Columbia and Puerto Rico, are given in Table 1, and the income of females is given in Table 2 ("Median income of," 2013):
Table 1: Data of Income for Males
$42,951 |
$52,379 |
$42,544 |
$37,488 |
$49,281 |
$50,987 |
$60,705 |
$50,411 |
$66,760 |
$40,951 |
$43,902 |
$45,494 |
$41,528 |
$50,746 |
$45,183 |
$43,624 |
$43,993 |
$41,612 |
$46,313 |
$43,944 |
$56,708 |
$60,264 |
$50,053 |
$50,580 |
$40,202 |
$43,146 |
$41,635 |
$42,182 |
$41,803 |
$53,033 |
$60,568 |
$41,037 |
$50,388 |
$41,950 |
$44,660 |
$46,176 |
$41,420 |
$45,976 |
$47,956 |
$22,529 |
$48,842 |
$41,464 |
$40,285 |
$41,309 |
$43,160 |
$47,573 |
$44,057 |
$52,805 |
$53,046 |
$42,125 |
$46,214 |
$51,630 |
Table 2: Data of Income for Females
$31,862 |
$40,550 |
$36,048 |
$30,752 |
$41,817 |
$40,236 |
$47,476 |
$40,500 |
$60,332 |
$33,823 |
$35,438 |
$37,242 |
$31,238 |
$39,150 |
$34,023 |
$33,745 |
$33,269 |
$32,684 |
$31,844 |
$34,599 |
$48,748 |
$46,185 |
$36,931 |
$40,416 |
$29,548 |
$33,865 |
$31,067 |
$33,424 |
$35,484 |
$41,021 |
$47,155 |
$32,316 |
$42,113 |
$33,459 |
$32,462 |
$35,746 |
$31,274 |
$36,027 |
$37,089 |
$22,117 |
$41,412 |
$31,330 |
$31,329 |
$33,184 |
$35,301 |
$32,843 |
$38,177 |
$40,969 |
$40,993 |
$29,688 |
$35,890 |
$34,381 |
Is there enough evidence to show that the mean income of males is more than of females? Test at the 1% level.
(i) Let ?1= mean income of a male in 2013. Let ?2 = mean income of a female in 2013. Which of the following statements correctly defines the null hypothesis HO?
A. ?1 ? ?2 = 0 (?1 = ?2)
B. ?1 – ?2< 0 (?1 < ?2)
C. ?1 ? ?2 > 0 (?1 > ?2)
D. ?1 + ?2= 0
Enter letter corresponding to correct answer
Answer ____________
(ii) Let ?1= mean income of a male in 2013. Let ?2 = mean income of a female in 2013. Which of the following statements correctly defines the alternate hypothesis HA?
A. ?1 ? ?2 = 0 (?1 = ?2)
B. ?1 – ?2< 0 (?1 < ?2)
C. ?1 ? ?2 > 0 (?1 > ?2)
D. ?1 + ?2= 0
Answer ____________
Enter letter corresponding to correct answer
Answer ____________
(iii) Enter the level of significance ? used for this test:
Enter in decimal form.
Answer ____________
(iv) For sample from population with mean = ?1 : Determine sample mean x¯1 and sample standard deviation s1
Enter sample mean in decimal form to nearest hundredth, then comma, then sample standard deviation in decimal form to nearest hundredth.
Answer ____________
(v) For sample from population with mean = ?2 : Determine sample mean x¯2 and sample standard deviation s2
Enter sample mean in decimal form to nearest hundredth, then comma, then sample standard deviation in decimal form to nearest hundredth.
Answer ____________
(vi) Determine degrees of freedom df :
Enter value in decimal form rounded down to nearest whole number.
Answer ____________
(vii) Determine test statistic:
Enter value in decimal form rounded to nearest thousandth.
Answer ____________
(viii) Using tables, calculator, or spreadsheet: Determine and enter p-value corresponding to test statistic.
Enter value in decimal form rounded to nearest ten-thousandth.
Answer ____________
(ix) Comparing p-value and ? value, which is the correct decision to make for this hypothesis test?
A. Reject Ho
B. Fail to reject Ho
C. Accept Ho
D. Accept HA
Enter letter corresponding to correct answer.
Answer ____________
(x) Select the statement that most correctly interprets the result of this test:
A. The result is not statistically significant at .01 level of significance. Sufficient evidence exists to support the claim that the mean income of males is more than of females. .
B. The result is not statistically significant at .01 level of significance. There is not enough evidence to support the claim that the mean income of males is more than of females.
C. The result is statistically significant at .01 level of significance. Sufficient evidence exists to support the claim that the mean income of males is more than of females.
D. The result is statistically significant at .01 level of significance. There is not enough evidence to support the claim that the mean income of males is more than of females.
Enter letter corresponding to most correct answer
Answer ____________
(i)
The null hypothesis is
(ii)
The alternative hypothesis is
(iii)
The level of significance is 0.01.
(iv-v)
For sample 1:
X1 | (X1-mean)^2 | |
42,951 | 12266175.34 | |
50,411 | 15663310.14 | |
45,183 | 1613687.496 | |
60,264 | 190735158.3 | |
41,803 | 21625383.1 | |
46,176 | 76900.8361 | |
40,285 | 38048048.26 | |
42,125 | 18734267.46 | |
52,379 | 35113801.98 | |
66,760 | 412361658.8 | |
43,624 | 8004995.076 | |
50,053 | 12957768.1 | |
53,033 | 43292320.5 | |
41,420 | 25334209.56 | |
41,309 | 26463925.38 | |
46,214 | 57269.2761 | |
42,544 | 15282704.68 | |
40,951 | 30275415.34 | |
43,993 | 6053125.296 | |
50,580 | 17029570.36 | |
60,568 | 199224473.8 | |
45,976 | 227824.8361 | |
43,160 | 10845890.76 | |
51,630 | 26798119.36 | |
37,488 | 80376783.4 | |
43,902 | 6509182.716 | |
41,612 | 23438282.52 | |
40,202 | 39078876.72 | |
41,037 | 29336414.02 | |
47,956 | 2258077.236 | |
47,573 | 1253705.696 | |
49,281 | 7995830.736 | |
45,494 | 920275.6761 | |
46,313 | 19686.8961 | |
43,146 | 10938299.44 | |
50,388 | 15481785.4 | |
22,529 | 572372609 | |
44,057 | 5742301.616 | |
50,987 | 20554345.02 | |
41,528 | 24258678.6 | |
43,944 | 6296636.676 | |
41,635 | 23216111.26 | |
41,950 | 20279800.96 | |
48,842 | 5705839.916 | |
52,805 | 40343965.86 | |
60,705 | 203110667.9 | |
50,746 | 18427187.44 | |
56,708 | 105158667 | |
42,182 | 18244089.12 | |
44,660 | 3215960.756 | |
41,464 | 24893214.28 | |
53,046 | 43463561.44 | |
Total | 2415572 | 2520976841 |
For sample 2:
X2 | (X2-mean)^2 | |
31,862 | 21613201 | |
60,332 | 567440041 | |
33,269 | 10510564 | |
29,548 | 48483369 | |
42,113 | 31382404 | |
41,412 | 24019801 | |
40,993 | 20088324 | |
40,550 | 16313521 | |
33,823 | 7225344 | |
32,684 | 14645929 | |
33,865 | 7001316 | |
33,459 | 9314704 | |
31,330 | 26842761 | |
29,688 | 46553329 | |
36,048 | 214369 | |
35,438 | 1151329 | |
31,844 | 21780889 | |
31,067 | 29637136 | |
32,462 | 16394401 | |
31,329 | 26853124 | |
35,890 | 385641 | |
30,752 | 33166081 | |
37,242 | 534361 | |
34,599 | 3655744 | |
33,424 | 9529569 | |
35,746 | 585225 | |
33,184 | 11068929 | |
34,381 | 4536900 | |
41,817 | 28153636 | |
31,238 | 27804529 | |
48,748 | 149744169 | |
35,484 | 1054729 | |
31,274 | 27426169 | |
35,301 | 1464100 | |
40,236 | 13875625 | |
39,150 | 6964321 | |
46,185 | 93586276 | |
41,021 | 20340100 | |
36,027 | 234256 | |
32,843 | 13454224 | |
47,476 | 120231225 | |
34,023 | 6190144 | |
36,931 | 176400 | |
47,155 | 113294736 | |
37,089 | 334084 | |
38,177 | 2775556 | |
40,500 | 15912121 | |
33,745 | 7650756 | |
40,416 | 15249025 | |
32,316 | 17598025 | |
22,117 | 207187236 | |
40,969 | 19873764 | |
Total | 1898572 | 1921503512 |
(vi)
(vii)
Pooled standard deviation is :
and t-statistics will be
(viii)
p-value = 0.0000
(ix)
A. Reject Ho
Since p-value is less than 0.01 so we reject the null hypothesis.
(x)
C. The result is statistically significant at .01 level of significance. Sufficient evidence exists to support the claim that the mean income of males is more than of females.