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Consider a small population of N = 5 units, labeled 1, 2, 3, 4, 5, with respecti

ID: 3200939 • Letter: C

Question

Consider a small population of N = 5 units, labeled 1, 2, 3, 4, 5, with respective y-values 3, 1, 0, 1, 5. Consider a simple random sampling design with a sample size n = 3. For your convenience, several parts of the following may be combined into a single table. (a) Give the values of the population parameters mu, tau, and sigma^2. List every possible sample of size n = 3. For each sample, what is the probability that it is the one selected? (b) For each sample, compute the sample mean y and the sample median m. Demonstrate that the sample mean is unbiased for the population mean and determine whether the sample median is unbiased for the population median.

Explanation / Answer

Answer:

a).

Descriptive statistics

data

N

5

Population mean

2.00

population variance

3.20

population standard deviation

1.79

Population median

1.00

y1,y2,y3,y4 and y5 are items.

S1, S2 and S3 are items in each samples.

S1

S2

S3

3

1

0

3

1

1

3

1

5

3

0

1

3

0

5

3

1

5

1

0

1

1

0

5

1

1

5

0

1

5

Probability of each sample = 1/10 = 0.1

b).

S1

S2

S3

Mean

Median

3

1

0

1.3333

1

3

1

1

1.6667

1

3

1

5

3.0000

3

3

0

1

1.3333

1

3

0

5

2.6667

3

3

1

5

3.0000

3

1

0

1

0.6667

1

1

0

5

2.0000

1

1

1

5

2.3333

1

0

1

5

2.0000

1

Mean=2.0000

Median =1

Mean of sample means = 2 is same as population mean 2.

Sample mean is unbiased for the population mean.

Median of sample medians = 1 is same as population median 1.

In this case, Sample median is unbiased for the population median.

Descriptive statistics

data

N

5

Population mean

2.00

population variance

3.20

population standard deviation

1.79

Population median

1.00