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Consider the following sample of exam scores, arranged in increasing order.

The sample mean and sample standard deviation of these exam scores are 85and 16.1, respectively.
a. Compare the percentage of the observations that actually lie within two standard deviations to either side of the mean with that given by Chebyshev's rule withk=2
b. Repeat part (a) with k=3
c. Interpret your results from parts (a) and (b).

Short Answer

Expert verified

Part(a) Actual percentage of observation is greater than percentage of observation by Chebyshev's rule.

Part(b) Actual percentage of observation is greater than percentage of observation by Chebyshev's rule.

Part(c) From part(a) and part (b) we can interpret that actual percentage will usually be higher.

Step by step solution

01

Part(a) Step 1 : Given information

We are given that sample has 30observations.

Mean x=85

Standard deviation s=16.1.

We have to find number of observations when k=2

02

Part(a) Step 2 : Simplify

As we know, according to Chebyshev's rule

For any quantitative data set and any real number kgreater than or equal to 1, at least 1-1k2of the observations lie within kstandard deviations to either side of the mean, that is, between x-ksand x+ks.

Now, according to given data

1-1k2=1-122=0.75=75%

75%observations lie within two standard deviation to either side of mean that is between 52.8and 117.2.

From given data we can say only one exam score not lies between given interval.

Therefore, actually 96.7% observations lies within two standard deviation to either side of mean

03

Part(b) Step 1 : Given information

We are given that sample has 30observations.

Meanx=85

Standard deviation s=16.1.

We have to find number of observations whenk=3

04

Part(b) Step 2 : Simplify

As we know, according to Chebyshev's rule

For any quantitative data set and any real number kgreater than or equal to 1, at least 1-1k2of the observations lie within kstandard deviations to either side of the mean, that is, between x-ksand x+ks.

Now, according to given data:

1-1k2=1-132≈0.889=89%

89%observations lie within three standard deviation to either side of mean that is between 36.7and 133.3

From given data we can say all exam score lies between given interval.

Therefore, actually 100%observations lies within two standard deviation to either side of mean

05

Part(c) Step 1 : Given information

We are given number of observations when k=2and k=3

06

Part(c) Step 2 : Simplify

From given data we can Interprate Chebyshev's rule gives only a minimum for the percentage of observations that lie within a specified number of standard deviations to either side of the mean that is the actual percentage will usually be higher.

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a. Construct a graph .
b. Apply Chebyshev's rule with k=2 to make pertinent statements about the observations in the sample.
c. Repeat part (b) with k=3.

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