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Exercises 39 and 40 refer to the following setting. Ms. Hall gave her class a 10 -question multiple-choice quiz. Let \(X=\) the number of questions that a randomly selected student in the class answered correctly. The computer output below gives information about the probability distribution of \(X .\) To determine each student's grade on the quiz (out of \(100 ),\) Ms. Hall will multiply his or her number of correct answers by \(10 .\) Let \(G=\) the grade of a randomly chosen student in the class. N Mean Median StDev Min Max Q1 Q3 30 7.6 8.5 1.32 4 10 8 9 Fasy quiz (a) Find the mean of G. Show your method. (b) Find the standard deviation of G. Show your method. (c) How do the variance of \(X\) and the variance of \(G\) compare? Justify your answer.

Short Answer

Expert verified
(a) Mean of G: 76. (b) Standard deviation of G: 13.2. (c) Variance of G is 100 times the variance of X.

Step by step solution

01

Identify the Mean of X

The mean of the number of questions answered correctly by a student, \(X\), is given as 7.6. This is derived from the information provided in the statistics of the quiz results.
02

Calculate the Mean of G

We are given that \(G = 10 \times X\) because Ms. Hall multiplies the student's number of correct answers by 10 to find the grade. Therefore, the mean of \(G\) can be calculated as follows:\[\text{Mean of } G = 10 \times \text{Mean of } X = 10 \times 7.6 = 76.\]
03

Identify the Standard Deviation of X

The standard deviation of the number of questions answered correctly, \(X\), is provided as 1.32.
04

Calculate the Standard Deviation of G

Since \(G = 10 \times X\), the standard deviation of \(G\) is 10 times the standard deviation of \(X\):\[\text{Standard deviation of } G = 10 \times \text{Standard deviation of } X = 10 \times 1.32 = 13.2.\]
05

Calculate the Variance of X

The variance of \(X\) is the square of its standard deviation:\[\text{Variance of } X = (1.32)^2 = 1.7424.\]
06

Calculate the Variance of G

The variance of \(G\) is the square of its standard deviation:\[\text{Variance of } G = (13.2)^2 = 174.24.\]
07

Compare the Variance of X and G

The variance of \(G\) is 100 times the variance of \(X\), because \(\text{Variance of } G = 100 \times \text{Variance of } X\). This is due to the fact that variance is affected by the square of the scaling factor.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Mean Calculation
Calculating the mean allows us to find the average value of a data set, showing us the typical outcome. To understand this fully, let's look at the context of Ms. Hall's class quiz. Here, the mean of the number of questions students answered correctly, denoted as \(X\), was given to be 7.6. This means that on average, students correctly answered 7.6 out of 10 questions given.

Now, to convert this average number of correct answers into a grade out of 100, Ms. Hall multiplies it by 10, as each correct answer equals 10 points. Therefore, the mean grade \(G\) for the class is calculated by multiplying the mean of \(X\) by 10:
  • \(\text{Mean of } G = 10 \times \text{Mean of } X = 10 \times 7.6 = 76\)
This shows that on average, a student scores 76 out of 100 on the quiz.
Standard Deviation
Standard deviation gives us an insight into the spread or variability of our data points relative to the mean. When it comes to Ms. Hall's quiz scores, the standard deviation of the number of correct answers \(X\) is given as 1.32. This tells us that most students' scores are within 1.32 questions of the mean score, 7.6.

In the context of grades \(G\), since the grade is a linear transformation of the number of correct answers (each correct answer increases the grade by 10 points), the standard deviation of \(G\) is also scaled by this factor:
  • \(\text{Standard deviation of } G = 10 \times \text{Standard deviation of } X = 10 \times 1.32 = 13.2\)
This means that the grades deviate, on average, 13.2 points from the mean grade of 76. The larger standard deviation reflects the increased spread of grades due to scaling.
Variance Comparison
Variance provides another measure of data dispersion, similar to standard deviation, but it represents the average of the squared deviations from the mean.

For \(X\), the variance is the square of its standard deviation:
  • \(\text{Variance of } X = (1.32)^2 = 1.7424\)
This indicates the average of the squared deviations from the mean number of correct answers.

Conversely, the variance of \(G\) is the square of its standard deviation, reflecting the spread of grades around their mean:
  • \(\text{Variance of } G = (13.2)^2 = 174.24\)
The variance of \(G\) is 100 times that of \(X\). This result occurs because when scaling a data set by a constant factor, the variance changes by the square of that factor. In this case, since the grades are scaled by a factor of 10, the variance therefore increases by \(10^2 = 100\), demonstrating a much bigger spread of the grade data compared to the original number of correct answers.

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