In: Math
1. In many animal species the males and females differ slightly in structure, coloring, and/or size. The hominid species Australopithecus is thought to have lived about 3.2 million years ago. (“Lucy,” the famous near complete skeleton discovered in 1974, is an Australopithecus .) Forensic anthropologists use partial skeletal remains to estimate the mass of an individual. The data below are estimates of masses from partial skeletal remains of this species found in sub-Saharan Africa. Appropriate graphical displays of the data indicate that it is reasonable to assume that the population distributions of mass are approximately normal for both males and females. You may also assume that these samples are representative of the respective populations. Estimates of mass (kg)
Males 51.0, 45.4, 45.6, 50.1, 41.3, 42.6, 40.2, 48.2, 38.4, 45.4, 40.7, 37.9, 41.3, 31.5
Females 27.1, 33.5, 28.0, 30.3, 32.7, 32.5, 34.2, 30.5, 27.5, 23.3,35.7
Do these data provide convincing evidence that the mean estimated masses differ for Australopithecus males and females? Provide appropriate statistical justification for your conclusion.
2. In an introductory marketing class students were presented with 6 items they could bid on in an auction. They were asked to bid privately and also estimate the “typical” bid for each item by their classmates. The items were randomly selected from a large list of items that students might purchase. An initial analysis of the data established the plausibility that the distribution of differences (estimated – actual) is approximately normal.
Construct a 95% confidence interval for the mean difference between the actual bid and the estimated “typical” bid for the population of items.
GOOD | ACTUAL | ESTIMATE | DIFFERENCE |
Teddy bear |
1.00 |
4.90 | 3.90 |
Music CD |
1.25 |
4.53 |
3.28 |
sachet | 2.70 | 5.44 | 2.74 |
wood puzzle | 3.00 | 5.17 | 2.17 |
smoked salmon | 3.00 | 6.67 | 3.67 |
jelly beans | 4.00 | 7.30 | 3.30 |
1)
Ho : µ1 - µ2 = 0
Ha : µ1-µ2 ╪ 0
Sample #1 ----> 1
mean of sample 1, x̅1= 42.829
standard deviation of sample 1, s1 =
5.246
size of sample 1, n1= 14
Sample #2 ----> 2
mean of sample 2, x̅2= 30.482
standard deviation of sample 2, s2 =
3.705
size of sample 2, n2= 11
difference in sample means = x̅1-x̅2 =
42.8286 - 30.5 =
12.347
pooled std dev , Sp= √([(n1 - 1)s1² + (n2 -
1)s2²]/(n1+n2-2)) = 4.6395
std error , SE = Sp*√(1/n1+1/n2) =
1.8693
t-statistic = ((x̅1-x̅2)-µd)/SE = (
12.3468 - 0 ) /
1.87 = 6.605
Degree of freedom, DF= n1+n2-2 =
23
p-value = 0.0000 (excel function:
=T.DIST.2T(t stat,df) )
Conclusion: p-value <α , Reject null
hypothesis
data provide convincing evidence that the mean estimated masses
differ for Australopithecus males and female
2)
SAMPLE 1 | SAMPLE 2 | difference , Di =sample1-sample2 | (Di - Dbar)² |
4.9 | 1 | 3.900 | 0.523 |
4.53 | 1.25 | 3.280 | 0.011 |
5.44 | 2.7 | 2.740 | 0.191 |
5.17 | 3 | 2.170 | 1.013 |
6.67 | 3 | 3.670 | 0.243 |
7.3 | 4 | 3.300 | 0.015 |
sample 1 | sample 2 | Di | (Di - Dbar)² | |
sum = | 34.01 | 14.95 | 19.060 | 1.997 |
sample size , n = 6
Degree of freedom, DF= n - 1 =
5 and α = 0.05
t-critical value = t α/2,df =
2.5706 [excel function: =t.inv.2t(α/2,df) ]
std dev of difference , Sd = √ [ (Di-Dbar)²/(n-1) =
0.6319
std error , SE = Sd / √n = 0.6319 /
√ 6 = 0.2580
margin of error, E = t*SE = 2.5706
* 0.2580 = 0.6631
mean of difference , D̅ =
3.177
confidence interval is
Interval Lower Limit= D̅ - E = 3.177
- 0.6631 = 2.514
Interval Upper Limit= D̅ + E = 3.177
+ 0.6631 = 3.840
so, confidence interval is ( 2.5135
< µd < 3.8398
)