Question

In: Statistics and Probability

A researcher investigates the factors that are associated with the salaries of professors who teach courses...

A researcher investigates the factors that are associated with the salaries of professors who teach courses at a major university. The researcher gathers data about the subject area and the salary per course for a random sample of professors. Data are found in the file Academic Salaries by Subject Area.

Salary per course Subject Salary per course Subject Salary per course Subject Salary per course Subject
1700 Humanities 2500 Social Sciences 2700 Engineering 2500 Managament
1900 Humanities 2300 Social Sciences 2800 Engineering 2600 Managament
1800 Humanities 2600 Social Sciences 2900 Engineering 2300 Managament
2100 Humanities 2400 Social Sciences 3000 Engineering 2800 Managament
2500 Humanities 2700 Social Sciences 2800 Engineering 3300 Managament
2700 Humanities 2400 Social Sciences 2700 Engineering 3400 Managament
2900 Humanities 2600 Social Sciences 3700 Engineering 3300 Managament
2500 Humanities 2400 Social Sciences 3600 Engineering 3500 Managament
2600 Humanities 2500 Social Sciences 3700 Engineering 3600 Managament
2800 Humanities 3500 Social Sciences 3800 Engineering
2700 Humanities 3300 Social Sciences 3900 Engineering
2900 Humanities 3600 Social Sciences
3400 Social Sciences
  1. State the null and alternate hypothesis we would run to determine if the average salaries of the professors is the same across all sujcet areas.
  2. Run the appropriate test in Minitab and show output. What conclusions can you make?
  3. Obtain boxplots and residual plots for these data.
  4. Are the assumptions of an ANOVA reasonably satisfied? Explain in reference to the plots.
  5. If there is a difference in salaries run a Tukey’s test to show how the salaries for the different subject areas compare to each other. Describe what the results of the Tukey’s test tell you.

Solutions

Expert Solution

Answer:

d)Are the assumptions of an ANOVA reasonably satisfied? Explain in reference to the plots.

The assumptions of an ANOVA reasonably do not satisfy because of the bimodal from residuals histogram. Out assumption unimodal normal distribution on residuals.

From the above Tuke's test, the confidence intervals of Humanities VS Engineering and Humanities VS Management does not include the value zero. Hence, we can conclude that the salary per course between the Humanities & Engineering and Humanities & Management have a significant difference at the 0.05 significance level.


Related Solutions

A researcher investigates the factors that are associated with the salaries of professors who teach courses...
A researcher investigates the factors that are associated with the salaries of professors who teach courses at a major university. The researcher gathers data about the subject area and the salary per course for a random sample of professors. Run the appropriate test in Minitab and show output. What conclusions can you make? Obtain boxplots and residual plots for these data. Are the assumptions of an ANOVA reasonably satisfied? Explain in reference to the plots. If there is a difference...
A researcher investigates the factors that are associated with the salaries of professors who teach courses...
A researcher investigates the factors that are associated with the salaries of professors who teach courses at a major university. The researcher gathers data about the subject area and the salary per course for a random sample of professors. Data are found in the file Academic Salaries by Subject Area. a) State the null and alternate hypothesis we would run to determine if the average salaries of the professors is the same across all subjcet areas. b) Run the appropriate...
A researcher wants to determine if the average salaries for professors at all public and all...
A researcher wants to determine if the average salaries for professors at all public and all private universities are different. He randomly selects 30 professors from public universities and independently 30 professors from private universities. The data are in thousands of dollars. The statistics are given below. Test the claim that the average salaries for all professors at public and private universities are different. Use α = 0.05 and fully justify! Mean 65.5 76.8 -11.3 Standard Deviation 24.3 24.3 24.3...
A researcher wants to determine if the average salaries for professors at all public and all...
A researcher wants to determine if the average salaries for professors at all public and all private universities are different. He randomly selects 30 professors from public universities and independently 30 professors from private universities. The data are in thousands of dollars. The statistics are given below. Test the claim that the average salaries for all professors at public and private universities are different. Use α = 0.05 and fully justify! Mean 65.5 76.8 -11.3 Standard Deviation 24.3 24.3 24.3...
The professors who teach the Introduction to Psychology course at State University pride themselves on the...
The professors who teach the Introduction to Psychology course at State University pride themselves on the normal distributions of exam scores. After the first exam, the current professor reports to the class that the mean for the exam was 73, with a standard deviation of 7. a. What proportion of student would be expected to score above 80? b What proportion of students would be expected to score between 55 and 75? c. What proportion of students would be expected...
Here are the salaries for a sample of professors in a mathematics department at a large...
Here are the salaries for a sample of professors in a mathematics department at a large midwestern university for the academic years 2014–2015 and 2015–2016. 2014–2015 salary ($) 2015–2016 salary ($) 2014–2015 salary ($) 2015–2016 salary ($) 145,700 147,600 136,650 138,750 112,700 114,760 132,260 134,150 109,100 111,500 74,290 76,490 98,900 101,800 74,400 77,100 112,100 113,100 83,100 85,400 111,790 113,800 141,950 143,930 103,400 105,600 122,500 124,410 149,000 150,900 115,100 117,100 (a) Construct a scatterplot with the 2015–2016 salaries on the vertical...
why do English courses not teach both ways? langue and parole
why do English courses not teach both ways? langue and parole
A researcher investigates whether there is a relationship between the number of cigarettes a person smokes...
A researcher investigates whether there is a relationship between the number of cigarettes a person smokes and whether the person wears a seat belt when driving. His thinking is that people who smoke more are less concerned about their health and safety and therefore may be less inclined to wear seat belts. He collects the following data: Number of Cigarettes Smoked per Day                                                 0          1-14        15-34            35 and over             ----------------------------------------------------------------------------             Wear seat belts            175        20           42                 41             Don’t wear seat belts  150        17           53                 64 At a 0.01 significance level test...
A researcher investigates whether there is a relationship between the number of cigarettes a person smokes...
A researcher investigates whether there is a relationship between the number of cigarettes a person smokes and whether the person wears a seat belt when driving. His thinking is that people who smoke more are less concerned about their health and safety and therefore may be less inclined to wear seat belts. He collects the following data: Number of Cigarettes Smoked per Day                                                 0          1-14        15-34            35 and over             ----------------------------------------------------------------------------             Wear seat belts            175        20           42                 41             Don’t wear seat belts  150        17           53                 64 At a 0.01 significance level test...
A researcher investigates whether there is a relationship between the number of cigarettes a person smokes...
A researcher investigates whether there is a relationship between the number of cigarettes a person smokes and whether the person wears a seat belt when driving. His thinking is that people who smoke more are less concerned about their health and safety and therefore may be less inclined to wear seat belts. He collects the following data: Number of Cigarettes Smoked per Day                                                 0          1-14        15-34            35 and over             ----------------------------------------------------------------------------             Wear seat belts            175        20           42                 41             Don’t wear seat belts  150        17           53                 64 At a 0.01 significance level test...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT