In: Statistics and Probability
Pretend you are a researcher interested in evaluating the IQ of a class of “gifted” fifth-graders to see whether their mean IQ is significantly higher than the mean IQ of the general population. You administer a standardized IQ test to the “gifted” fifth-grade class and the data are provided in “Raw Data.txt”. Assume it is known that the IQ test you are using has a mean of 100 and a standard deviation of 15 when given to fifth-graders in general. It is also known that the test scores of fifth-graders, in general, are normally distributed.
This is the Raw Data Set:
Students | IQ Score |
1 | 109 |
2 | 116 |
3 | 115 |
4 | 103 |
5 | 115 |
6 | 106 |
7 | 102 |
8 | 112 |
9 | 118 |
10 | 119 |
11 | 117 |
12 | 120 |
13 | 113 |
14 | 118 |
15 | 120 |
16 | 121 |
17 | 119 |
18 | 116 |
19 | 118 |
20 | 110 |
21 | 100 |
22 | 103 |
23 | 107 |
24 | 112 |
25 | 111 |
26 | 108 |
27 | 100 |
28 | 100 |
29 | 102 |
30 | 118 |
I need to find:
Population Mean: 100 (which is already given in the hypothetical scenario)
Population Variance: (I need to find this one using the SD of 15, which was given in the hypothetical scenario)
Sample Mean:
Sample Size:
Let be the mean IQ of a class of “gifted” fifth-graders
To test whethermean IQ of “gifted” fifth-graders is significantly higher than the mean IQ of the general population which is given as 100 with SD 15
It is to test
Population mean =100, population SD =15 . Also given test scores are normally distributed
For testing a sample “gifted” fifth-graders of size, n = 30 is taken and their IQs are listed as follows in second column.
1 | 109 | |
2 | 116 | |
3 | 115 | |
4 | 103 | |
5 | 115 | |
6 | 106 | |
7 | 102 | |
8 | 112 | |
9 | 118 | |
10 | 119 | |
11 | 117 | |
12 | 120 | |
13 | 113 | |
14 | 118 | |
15 | 120 | |
16 | 121 | |
17 | 119 | |
18 | 116 | |
19 | 118 | |
20 | 110 | |
21 | 100 | |
22 | 103 | |
23 | 107 | |
24 | 112 | |
25 | 111 | |
26 | 108 | |
27 | 100 | |
28 | 100 | |
29 | 102 | |
30 | 118 |
The sample mean is (sum of these 30 IQs)/30 =
Test statistics whcih following std normal distribution,
here is the value of under null hypothesis, which is 100.
From std normal table, at 5% level of significance, = 1.645
The calculated value of test statistic z is greater than the table value 1.645. Hence it is to reject null hypothesis and conclude that the mean IQ of “gifted” fifth-graders is significantly higher than the mean IQ of the general population.