Question

In: Statistics and Probability

For each of the following sets of results, compute the appropriate test statistic, test the indicated...

For each of the following sets of results, compute the appropriate test statistic, test the indicated alternative hypothesis, and compute the effects size(s) indicating their magnitude:

set hypothesis 1 2 1 2 n1 n2 α
a) μ1 ≠ μ2 14.3 15.6 2.4 2.2 6 14 0.10
b) μ1 > μ2 69.6 64.1 3.4 3.7 15 7 0.05
c) μ1 < μ2 22.5 25.4 2.6 4.8 13 11 0.01


a)
Compute the appropriate test statistic(s) to make a decision about H0.
critical value =  ; test statistic =
Decision:  ---Select--- Reject H0 Fail to reject H0

Compute the corresponding effect size(s) and indicate magnitude(s).
d =  ; Magnitude:  ---Select--- na trivial effect small effect medium effect large effect
r2 =  ; Magnitude:  ---Select--- na trivial effect small effect medium effect large effect

b)
Compute the appropriate test statistic(s) to make a decision about H0.
critical value =  ; test statistic =
Decision:  ---Select--- Reject H0 Fail to reject H0

Compute the corresponding effect size(s) and indicate magnitude(s).
d =  ; Magnitude:  ---Select--- na trivial effect small effect medium effect large effect
r2 =  ; Magnitude:  ---Select--- na trivial effect small effect medium effect large effect

c)
Compute the appropriate test statistic(s) to make a decision about H0.
critical value =  ; test statistic =
Decision:  ---Select--- Reject H0 Fail to reject H0

Compute the corresponding effect size(s) and indicate magnitude(s).
d =  ; Magnitude:  ---Select--- na trivial effect small effect medium effect large effect
r2 =  ; Magnitude:

Solutions

Expert Solution

Result:

For each of the following sets of results, compute the appropriate test statistic, test the indicated alternative hypothesis, and compute the effects size(s) indicating their magnitude:

set

hypothesis

1

2

1

2

n1

n2

α

a)

μ1 ≠ μ2

14.3

15.6

2.4

2.2

  6

14

0.10

b)

μ1 > μ2

69.6

64.1

3.4

3.7

15

7

0.05

c)

μ1 < μ2

22.5

25.4

2.6

4.8

13

11

0.01

a)
Compute the appropriate test statistic(s) to make a decision about H0.
critical value = 1.7341   ; test statistic = -1.1802
Decision:   Fail to reject H0

Compute the corresponding effect size(s) and indicate magnitude(s).
d = 0.56 ; Magnitude:   medium effect

r2 =  na ; Magnitude:  ---Select--- na trivial effect small effect medium effect large effect

Pooled-Variance t Test for the Difference Between Two Means

(assumes equal population variances)

Data

Hypothesized Difference

0

Level of Significance

0.1

Population 1 Sample

Sample Size

6

Sample Mean

14.3

Sample Standard Deviation

2.4

Population 2 Sample

Sample Size

14

Sample Mean

15.6

Sample Standard Deviation

2.2

Intermediate Calculations

Population 1 Sample Degrees of Freedom

5

Population 2 Sample Degrees of Freedom

13

Total Degrees of Freedom

18

Pooled Variance

5.0956

Standard Error

1.1015

Difference in Sample Means

-1.3000

t Test Statistic

-1.1802

Two-Tail Test

Lower Critical Value

-1.7341

Upper Critical Value

1.7341

p-Value

0.2533

Do not reject the null hypothesis

b)
Compute the appropriate test statistic(s) to make a decision about H0.
critical value = 1.7247 ; test statistic = 3.4402
Decision:  Reject H0

Compute the corresponding effect size(s) and indicate magnitude(s).
d = 1.55 ; Magnitude:   large effect
r2 = na ; Magnitude:  ---Select--- na trivial effect small effect medium effect large effect

Pooled-Variance t Test for the Difference Between Two Means

(assumes equal population variances)

Data

Hypothesized Difference

0

Level of Significance

0.05

Population 1 Sample

Sample Size

15

Sample Mean

69.6

Sample Standard Deviation

3.4

Population 2 Sample

Sample Size

7

Sample Mean

64.1

Sample Standard Deviation

3.7

Intermediate Calculations

Population 1 Sample Degrees of Freedom

14

Population 2 Sample Degrees of Freedom

6

Total Degrees of Freedom

20

Pooled Variance

12.1990

Standard Error

1.5987

Difference in Sample Means

5.5000

t Test Statistic

3.4402

Upper-Tail Test

Upper Critical Value

1.7247

p-Value

0.0013

Reject the null hypothesis

c)
Compute the appropriate test statistic(s) to make a decision about H0.
critical value = -2.5083 ; test statistic = -1.8812
Decision:   Fail to reject H0

Compute the corresponding effect size(s) and indicate magnitude(s).
d =  0.75 medium effect
r2 = na ; Magnitude:

Pooled-Variance t Test for the Difference Between Two Means

(assumes equal population variances)

Data

Hypothesized Difference

0

Level of Significance

0.01

Population 1 Sample

Sample Size

13

Sample Mean

22.5

Sample Standard Deviation

2.6

Population 2 Sample

Sample Size

11

Sample Mean

25.4

Sample Standard Deviation

4.8

Intermediate Calculations

Population 1 Sample Degrees of Freedom

12

Population 2 Sample Degrees of Freedom

10

Total Degrees of Freedom

22

Pooled Variance

14.1600

Standard Error

1.5416

Difference in Sample Means

-2.9000

t Test Statistic

-1.8812

Lower-Tail Test

Lower Critical Value

-2.5083

p-Value

0.0366

Do not reject the null hypothesis

Note: formula used.

Cohen's d = (M2 - M1) ⁄ SDpooled

SDpooled = √((SD12 + SD22) ⁄ 2)

Take required decimals for critical value and test statistic.


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