I propose the following questions based on my own understanding of the data 1. What is the mean faculty salary across all institutions? 2. How are the distribution and frequency of tuition levels across institutions? 3. What is the average debt upon graduation, and how does it vary between states? 4. What is the proportion of institutions (ie. school type)? 5. How does the completion rate compare between public and private institutions? 6. What is the median percentage of female students in institutions? 7. What is the range of tuition costs for in-state students? 8. How does out-of-state tuition vary across different regions? 9. What is the median family income for students receiving Pell Grants? 10. How is the distribution of average room and board costs across institutions?
Chat GPT proposes the following questions 11. What is the variance in the percentage of full-time faculty across institutions? 12. What is the mode of student-to-faculty ratios across institutions? 13. What is the distribution of completion rates for institutions with above-average faculty salaries? 14. What is the variance in completion rates by institutional level (Undergraduate, Graduate, etc.)? 15. How does the percentage of students receiving Pell grants vary across institutions? 16. What is the mean percentage of part-time students across institutions? 17. Is there a correlation between instructional spending and faculty salary? 18. What is the standard deviation of median family income for students in these institutions? 19. How does the percentage of first-generation students vary across different regions? 20. What is the average instructional spending per Full-Time Equivalent (FTE) student for each region?
We will analyze some of the questions in detail
## Name State ID Main
## 1 Alabama A & M University AL 100654 1
## 2 University of Alabama at Birmingham AL 100663 1
## 3 Amridge University AL 100690 1
## 4 University of Alabama in Huntsville AL 100706 1
## 5 Alabama State University AL 100724 1
## 6 The University of Alabama AL 100751 1
## Accred
## 1 Southern Association of Colleges and Schools Commission on Colleges
## 2 Southern Association of Colleges and Schools Commission on Colleges
## 3 Southern Association of Colleges and Schools Commission on Colleges
## 4 Southern Association of Colleges and Schools Commission on Colleges
## 5 Southern Association of Colleges and Schools Commission on Colleges
## 6 Southern Association of Colleges and Schools Commission on Colleges
## MainDegree HighDegree Control Region Locale Latitude Longitude AdmitRate
## 1 3 4 Public Southeast City 34.78337 -86.56850 0.9027
## 2 3 4 Public Southeast City 33.50570 -86.79935 0.9181
## 3 3 4 Private Southeast City 32.36261 -86.17401 NA
## 4 3 4 Public Southeast City 34.72456 -86.64045 0.8123
## 5 3 4 Public Southeast City 32.36432 -86.29568 0.9787
## 6 3 4 Public Southeast City 33.21187 -87.54598 0.5330
## MidACT AvgSAT Online Enrollment White Black Hispanic Asian Other PartTime
## 1 18 929 0 4824 2.5 90.7 0.9 0.2 5.6 6.6
## 2 25 1195 0 12866 57.8 25.9 3.3 5.9 7.1 25.2
## 3 NA NA 1 322 7.1 14.3 0.6 0.3 77.6 54.4
## 4 28 1322 0 6917 74.2 10.7 4.6 4.0 6.5 15.0
## 5 18 935 0 4189 1.5 93.8 1.0 0.3 3.5 7.7
## 6 28 1278 0 32387 78.5 10.1 4.7 1.2 5.6 7.9
## NetPrice Cost TuitionIn TuitonOut TuitionFTE InstructFTE FacSalary
## 1 15184 22886 9857 18236 9227 7298 6983
## 2 17535 24129 8328 19032 11612 17235 10640
## 3 9649 15080 6900 6900 14738 5265 3866
## 4 19986 22108 10280 21480 8727 9748 9391
## 5 12874 19413 11068 19396 9003 7983 7399
## 6 21973 28836 10780 28100 13574 10894 10016
## FullTimeFac Pell CompRate Debt Female FirstGen MedIncome
## 1 71.3 71.0 23.96 1068 56.4 36.6 23.6
## 2 89.9 35.3 52.92 3755 63.9 34.1 34.5
## 3 100.0 74.2 18.18 109 64.9 51.3 15.0
## 4 64.6 27.7 48.62 1347 47.6 31.0 44.8
## 5 54.2 73.8 27.69 1294 61.3 34.3 22.1
## 6 74.0 18.0 67.87 6430 61.5 22.6 66.7
## The average faculty salary is 7465.778.
## The variance in full time faculty is 761.0431.
## The correlation between instructional spending and faculty salary is 0.4998836.
## The standard deviation of median family income is 22.85785.