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(1)

Two-sample Tests of Hypothesis

(2)

GOALS

1.

Conduct a test of a hypothesis about the

difference between two independent

population means.

2.

Conduct a test of a hypothesis about the

difference between two population proportions.

3.

Conduct a test of a hypothesis about the mean

difference between

paired

or

dependent

(3)

Comparing two populations – Some

Examples

1.

Is there a difference in the mean value of

residential real estate sold by male agents and

female agents in south Florida?

2.

Is there a difference in the mean number of

defects produced on the day and the

afternoon shifts at Kimble Products?

3.

Is there a difference in the mean number of

(4)

Comparing two populations – Some

Examples (continued)

4. Is there is a difference in the proportion of

Ohio State University graduates and

University of Cincinnati graduates who

pass the state Certified Public Accountant

Examination on their first attempt?

(5)

Comparing Two Population Means of

Independent Samples

● The samples are from independent populations.

● The standard deviations for both populations are known

● The formula for computing the value of z is:

(6)

Comparing Two Population Means of

Independent Samples – Example

The U-Scan facility was recently

installed at the Byrne Road Food-Town location. The store manager would like to know if the mean checkout time

using the standard checkout method is longer than using the U-Scan. She gathered the following sample

information. The time is measured

(7)

EXAMPLE

continued

Step 1: State the null and alternate hypotheses. H0: µS ≤ µU

H1: µS > µU

Step 2: State the level of significance. Test using .01 significance level.

Step 3: Find the appropriate test statistic.

Because both population standard deviations are given (or both samples are more than 30), we use z-distribution as the test

(8)

Example

continued

Step 4: State the decision rule.

(9)

Example

continued

Step 5: Compute the value of z and make a decision

The computed value of 3.13 is larger than the critical value of 2.33. Our decision is to reject the null hypothesis. The difference of .20 minutes between the mean checkout time using the

(10)

Comparing Population Means with Unknown

Population Standard Deviations (the Pooled t-test)

The

t

distribution is used as the test statistic if one

or more of the samples have less than 30

observations. The required assumptions are:

1. Both populations must follow the normal

distribution.

2. The populations must have equal standard

deviations.

(11)

Small sample test of means

continued

Finding the value of the test

statistic requires two

steps.

1.

Pool the sample standard

deviations.

2.

Use the pooled standard

(12)

Owens Lawn Care, Inc., manufactures and assembles lawnmowers that are shipped to dealers throughout the United States and Canada. Two different procedures have been proposed for mounting the engine on the frame of the lawnmower. The question is: Is there a difference in the mean time to mount the engines on the frames of the

lawnmowers? The first procedure was developed by longtime Owens employee Herb Welles (designated as procedure 1), and the other procedure was developed by Owens Vice President of Engineering William Atkins (designated as

procedure 2). To evaluate the two methods, it was decided to conduct a time and motion study.

A sample of five employees was timed using the Welles

Comparing Population Means with Unknown

(13)

Step 1: State the null and alternate hypotheses. H0: µ1 = µ2

H1: µ1 ≠ µ2

Step 2: State the level of significance. The .10 significance level is stated in the problem.

Step 3: Find the appropriate test statistic.

Because the population standard deviations are not known but are assumed to be equal, we use the pooled t-test.

(14)

Step 4: State the decision rule.

Reject H0 if t > tα/2,n1+n2-2 or t < - tα/2,n1+n2-2 t > t.05,9 or t < - t.05,9

t > 1.833 or t < - 1.833

(15)

Step 5: Compute the value of t and make a decision

(a) Calculate the sample standard deviations

(16)

Step 5: Compute the value of t and make a decision

Comparing Population Means with Unknown Population Standard Deviations (the Pooled t-test) - Example

The decision is not to reject the

null hypothesis, because -0.662

falls in the region between -1.833

(17)
(18)

Two-Sample Tests of Hypothesis:

Dependent Samples

Dependent samples

are samples that are

paired

or

related in some fashion

.

For example:

If you wished to buy a car you would look at the

same

car at two (or more)

different

dealerships

and compare the prices.

If you wished to measure the effectiveness of a

(19)

Hypothesis Testing Involving

Paired Observations

Use the following test when the samples are

dependent:

Where

is the mean of the differences

s

d

is the standard deviation of the differences

(20)

Nickel Savings and Loan

wishes to compare the two companies it uses to

appraise the value of

residential homes. Nickel Savings selected a sample of 10 residential properties and scheduled both firms for an appraisal. The results, reported in $000, are shown on the table (right).

(21)

Step 1: State the null and alternate hypotheses. H0: μd = 0

H1: μd ≠ 0

Step 2: State the level of significance.

The .05 significance level is stated in the problem.

Step 3: Find the appropriate test statistic. We will use the t-test

(22)

Step 4: State the decision rule. Reject H0 if

t > tα/2, n-1 or t < - tα/2,n-1 t > t.025,9 or t < - t.025, 9 t > 2.262 or t < -2.262

(23)

Step 5: Compute the value of t and make a decision

The computed value of t

is greater than the

higher critical value, so our decision is to reject the null hypothesis. We conclude that there is a difference in the mean appraised values of the homes.

(24)
(25)

References

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