Question

In: Statistics and Probability

1. A scientist is interested in whether the design of an air traffic control display affects...

1. A scientist is interested in whether the design of an air traffic control display affects how many airplanes an air traffic controller can manage at once. The scientist evaluates 2 different displays: A low information display (airplanes shown as uniform blips) and a high information display (airplanes shown as different blips depending on aircraft model, and color coded according to speed). The scientist recruits 20 air traffic controllers and randomly assigns 10 to each display condition. The researcher asks, do these display conditions impact how many aircraft air traffic controllers can manage?              

Low Information Display

High Information Display

11

12

12

12

12

9

11

10

14

11

12

10

11

10

14

8

12

8

10

9

What analysis could be used to answer the research question? Choose all answer choices that represent analyses that would be appropriate to use.

one sample t-test

independent samples t-test

dependent samples t-test

independent samples one-way ANOVA

dependent samples one-way ANOVA

factorial ANOVA

2. What are the Null and Research Hypotheses? Write them out in plain English. You do not need to use stats symbols.

3. What is the value of df between groups?

4. What is the value of df within groups?

5, What is the value of your total df for this analysis?

6. What is the value of Sum of Squares Between Groups (a.k.a. SSbetween?

7. What is the value of Sum of Squares Within Groups (a.k.a. SSwithin)?

8. What is the value of Sum of Squares Total (a.k.a. SStotal)? (Hint: Don't be fooled by SPSS labels)

9. What is the value of the Mean Square Between Groups (a.k.a. MSbetween)?

10. What is the value of the Mean Square Within Groups (a.k.a. MSwithin)?

11. What is the value of the F ratio?

12.

What can you conclude about the null hypothesis?

You cannot make any decisions about the null hypothesis

Fail to reject the null hypothesis

Reject the null hypothesis

13.How do you know this conclusion about the null hypothesis is correct?

14. Do you need to conduct post hoc tests to figure out where the differences are?

Yes. You always need to do post-hoc tests after a significant ANOVA to find out where the differences are.

No. There are only 2 levels of the IV.

No . There are no significant differences.

Post who?

15.If you need to conduct post hoc tests, do so. Then answer this question: What can you conclude in plain English? Be specific about which groups (if any) are different and how.

16. What proportion of the variability in how many aircraft a controller can manage is accounted for (explained by) display condition?

Solutions

Expert Solution

1. Options: independent samples t-test, independent samples one-way ANOVA

2. Null hypothesis, H0: The two display conditions do not have any impact on how many aircraft air traffic controllers can manage

Alternative hypothesis, H1: The two display conditions do have an impact on how many aircraft air traffic controllers can manage

3. df between groups=2-1=1

4. df within groups=20-1-1=18

5, total df=20-1=19

6. SSbetween=20

7. SSwithin=33.8

8. SStotal=53.8

9. MSbetween=20

10. MSwithin=1.8778

11. F ratio=10.6509

12. Since p-value=0.0043<0.05, so Reject the null hypothesis.

13. p-value=0.0043<0.05

14. No. There are only 2 levels of the IV.

15. we do not need to conduct post hoc tests since there are only 2 levels of the IV.

16. Proportion of the variability=SSbetween/SStotal=20/53.8=0.3717

Excel output:

Anova: Single Factor
SUMMARY
Groups Count Sum Average Variance
Low Information Display 10 119 11.9 1.655556
High Information Display 10 99 9.9 2.1
ANOVA
Source of Variation SS df MS F P-value F crit
Between Groups 20 1 20 10.65089 0.004314 4.413873
Within Groups 33.8 18 1.877778
Total 53.8 19

Related Solutions

A political scientist is interested in the question of whether or not there is a difference...
A political scientist is interested in the question of whether or not there is a difference between Republicans and Democrats when it comes to their involvement in voluntary associations. Using a 25-point scale to measure involvement in voluntary associations, and collecting information from a random sample of 17 Republicans and 12 Democrats, the political scientist discovers the following: Republicans: Mean of 12.56, standard deviation of 3.77 Democrats: Mean of 16.43, standard deviation of 4.21 Test the null hypothesis at the...
study compared three different display panels for use by air traffic controllers. Each display panel was...
study compared three different display panels for use by air traffic controllers. Each display panel was test in a simulated emergency condition; 12 highly trained air traffic controllers took part in the study. Four controllers were randomly assigned to each display panel. The time (in seconds) needed to stabilize the emergency condition was recorded. The results of are given below. Let μ, μB, and μC represent the mean times to stabilize the emergency conditions when using display panels A, B,...
A study compared three display panels used by air traffic controllers. Each display panel was tested...
A study compared three display panels used by air traffic controllers. Each display panel was tested for four different simulated emergency conditions. Twenty-four highly trained air traffic controllers were used in the study. Two controllers were randomly assigned to each display panel–emergency condition combination. The time (in seconds) required to stabilize the emergency condition was recorded. The resulting data and analysis results are given below. Display panel data Emergency condition Display panel 1 2 3 4 A 17 25 31...
A study compared three display panels used by air traffic controllers. Each display panel was tested...
A study compared three display panels used by air traffic controllers. Each display panel was tested for four different simulated emergency conditions. Twenty-four highly trained air traffic controllers were used in the study. Two controllers were randomly assigned to each display panel-emergency condition combination. The time (in seconds) required to stabilize the emergency condition was recorded. The following table gives the resulting data and the MINITAB output of a two-way ANOVA of the data. Emergency Condition Display Panel 1 2...
A study compared three display panels used by air traffic controllers. Each display panel was tested...
A study compared three display panels used by air traffic controllers. Each display panel was tested for four different simulated emergency conditions. Twenty-four highly trained air traffic controllers were used in the study. Two controllers were randomly assigned to each display panel-emergency condition combination. The time (in seconds) required to stabilize the emergency condition was recorded. The following table gives the resulting data and the MINITAB output of a two-way ANOVA of the data. Emergency Condition Display Panel 1 2...
A researcher is interested in studying how smoking affects air pollution in rooms. Air pollution is...
A researcher is interested in studying how smoking affects air pollution in rooms. Air pollution is measured as the amount of suspended particulate matter. A random sample of 14 rooms in homes where there is no smokers, and a random sample of 22 rooms in homes where there is a smoker were selected. Assume that all necessary normality assumptions are met. Below are some summaries: mean standard deviation sample without smokers 5.2 2.3 sample with smokers 6.7 4.4 sample of...
Pacific Brant ~ Air traffic affects the migratory flights of a species of small goose called...
Pacific Brant ~ Air traffic affects the migratory flights of a species of small goose called the Pacific Brant. When an aircraft flies over a flock of birds, it is called overflight. To estimate the proportion of overflights that affect Pacific Brant’s migratory flights, Wayne takes a random sample of 494 overflights and finds that 349 of them affected Pacific Brant’s migratory flights. Using this data, Wayne wants to estimate the actual proportion of Pacific Brant’s migratory flights that are...
The Federal Aviation Administration is a government agency that is in charge of air traffic control....
The Federal Aviation Administration is a government agency that is in charge of air traffic control. All of the capital equipment (radar, etc.) used by air traffic controllers is purchased through appropriations from Congress. When Apple Corporation purchases new capital equipment, the decision is made by owners and managers that believe the firm can get a return on investment from the new capital because the new capital can be used to produce new and improved goods for Apple customers. Which...
The Federal Aviation Administration is a government agency that is in charge of air traffic control....
The Federal Aviation Administration is a government agency that is in charge of air traffic control. All of the capital equipment (radar, etc.) used by air traffic controllers is purchased through appropriations from Congress. When Apple Corporation purchases new capital equipment, the decision is made by owners and managers that believe the firm can get a return on investment from the new capital because the new capital can be used to produce new and improved goods for Apple customers. Which...
A study compared three display panels used by air traffic controllers. Each display panel was tested for four different simulated emergency conditions.
  A study compared three display panels used by air traffic controllers. Each display panel was tested for four different simulated emergency conditions. Twenty-four highly trained air traffic controllers were used in the study. Two controllers were randomly assigned to each display panel–emergency condition combination. The time (in seconds) required to stabilize the emergency condition was recorded. The resulting data and analysis results are given below. Display panel data   Emergency condition Display panel 1 2 3 4 A 17...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT