Question

In: Statistics and Probability

Pretend you are a researcher interested in evaluating the IQ of a class of “gifted” fifth-graders...

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:

Solutions

Expert Solution

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.


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