Question

In: Statistics and Probability

In a study of media usage versus education level (American Demographics, Vol. 17, No. 6), an...

In a study of media usage versus education level (American Demographics, Vol. 17, No. 6), an index was used to measure media usage, where a measurement of 100 represents the U.S. average. Values above 100 represent above-average media usage.

Media
Education Level Cable
Network
Prime-Time
TV
Radio Newspaper Magazine
Less than high school 80 112 87 76 85
High school graduate 103 105 100 99 101
Some College 107 94 106 105 107
College graduate 108 90 106 116 108
Source: From American Demographics, Vol. 17, No. 6. Reprinted with permission, copyright 1995 American Demographics, Ithaca, NY.
Minitab Printout for Media/Education Data
Analysis of Variance for Index
Source DF SS MS F P
Edu 3 961 320 2.96 0.075
Media 4    5   1 0.01 1.000
Error 12 1299 108
Total 19 2264

(a) List the factors and the number of levels of each factor. (Select all that apply.)

media usage, with two levels

education level, with three levels

media type, with five levels

education level, with four levels

school, with four levels

media type, with four levels



(b) Assume there is no interaction between the factors. Use two-way ANOVA and the following Minitab printout to determine if there is a difference in population mean index based on education. Use α = 0.1.

STEP 1:

State the hypotheses.
H0:  ---Select---

No difference in population mean index according to education level.

At least two education levels have different mean indices. All education levels have different mean indices.

At least two types of media have different population mean indices.

All types of media have different population mean indices.

No difference in population mean index by media type.

H1:  ---Select---

All education levels have different mean indices.

At least two education levels have different mean indices.

No difference in population mean index according to education level.

At least two types of media have different population mean indices.

All types of media have different population mean indices.

No difference in population mean index by media type.

STEP 2: Find the test statistic and P-value.
F =
P-value =
STEP 3:

State your conclusion.

At the 10% level of significance,  ---Select--- do not reject OR reject H0 for education level.

The data  ---Select--- do not indicate any differences OR indicate differences in population mean index according to education level.

(c) Determine if there is a difference in population mean index based on media. Use α = 0.1.

STEP 1:

State the hypotheses.
H0:  ---Select---

At least two types of media have different population mean indices.

All education levels have different mean indices.

All types of media have different population mean indices.

At least two education levels have different mean indices.

No difference in population mean index by media type.

No difference in population mean index according to education level.

H1:  ---Select---

No difference in population mean index by media type.

No difference in population mean index according to education level.

All types of media have different population mean indices.

All education levels have different mean indices.

At least two education levels have different mean indices.

At least two types of media have different population mean indices.

STEP 2: Find the test statistic and P-value.
F =
P-value =
STEP 3: State your conclusion.
At the 10% level of significance,  ---Select--- do not reject OR reject H0 for media.
The data  ---Select--- do not indicate any differences OR indicate differences in population mean index according to media type.

Solutions

Expert Solution

(a)

media type, with five levels

education level, with four levels

(b) STEP-1

For difference testing, we assume null hypothesis as there is no difference between means and for alternate hypothesis, we assume that at least two levels are different

Ho: No difference in population mean index according to education level.

Ha: At least two education levels have different mean indices.

STEP-2 using the given data output table

we get

F = 2.96

p value = 0.075

STEP 3:- p value is less than 0.10 level of significance, rejecting the null hypothesis.

At the 10% level of significance, reject H0 for education level.

The data   indicate differences in population mean index according to education level.

(C) STEP 1

H0:  No difference in population mean index by media type.

H1:  At least two types of media have different population mean indices

STEP-2 using the given data output table

we get

F = 0.01

p value = 1.000

STEP 3:- p value is greater than 0.10 level of significance, failing to reject the null hypothesis.

At the 10% level of significance,  do not reject H0 for media.
The data do not indicate any differences in population mean index according to media type.


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