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Dataset Features and Descriptions

This README provides an overview of the features in the dataset, aimed at analyzing department performance and student preferences to assist private universities in making informed decisions about establishing new departments.


Academic and University Details

Feature Description
academicYear Academic year of the department data.
universityName Name of the university the department belongs to.
faculty Faculty name that houses the department.
departmentName Name of the department.
idOSYM OSYM ID of the department (used for searching department data on the site).
programType Type of the program (e.g., say, söz, ea, dil).
language Language of instruction in the department (e.g., Turkish, English).
universityFoundingYear Year the university was founded (from YÖK statistics).
facultyFoundingYear Year the faculty was founded (from YÖK statistics).
universityLocation City where the university is located (in uppercase letters).
universityRegion Region where the university is located(from YÖK statistics).

Admission and Student Data

Feature Description
scholarshipRate Scholarship rate provided by the department (%0, %25, %50, %75, %100).
quota Total number of spots available in the department.
occupiedSlot Number of students admitted to the department.
profCount Number of professors in the faculty.
assoCount Number of associate professors in the faculty.
docCount Number of doctorate-level educators in the faculty.
baseRanking Ranking of the last admitted student.
topRanking Ranking of the first admitted student.
avgAdmissionRanking(TYT) Average admission ranking of students based on the TYT exam.
baseAdmissionRanking(TYT) Admission ranking of the last student based on the TYT exam.
stdDeviationStudents Standard deviation in the student rankings.
currentStudentCount Current number of students enrolled in the department.

Revenue and Financial Information

Feature Description
revenue Total revenue generated by the department for the year.
tuitionFeeIncrease Tuition fee increase, adjusted for inflation.

Economic and Ranking Indicators

Feature Description
Inflation That Year Annual inflation rate, impacting tuition fees and students’ financial situations.
Economic Growth Rate That Year Growth rate of Turkey’s economy, which influences students' financial situations and demand for programs.
Base Salary The national minimum wage for the year, which impacts students' financial situations and affordability considerations for university tuition and living expenses.
Ranking URAP University’s URAP ranking, indicating academic performance and reputation, which can impact demand.
Time for Graduates to Find a Job Average time it takes graduates to find a job after completing their studies.(TUİK)
Avg Monthly Earning Group by Department Average monthly earnings of graduates based on department, indicating income potential for new graduates.(TUİK)
Employment Rate by Department Employment rate of graduates in each department, indicating job market demand for specific fields. (TUİK)

Student Preference Data

Feature Description
totalPreference Number of times the department was listed in student preferences.
weightedPreference Total preference, weighted by the ranking at which students placed this department in their list.
top1PreferenceRatio Percentage of students who ranked this department as their top choice.
top3PreferenceRatio Percentage of students who ranked this department in their top 3 choices.
top9PreferenceRatio Percentage of students who ranked this department in their top 9 choices.
avgOrderofPreference Average rank order in student preferences for this department.

Admitted Student Preference and Trends

Feature Description
avgAdmittedStudentPrefOrder Average order in admitted students' preference lists for this department.
top1AdmittedRatio Percentage of admitted students who ranked this department as their top choice.
top3AdmittedRatio Percentage of admitted students who ranked this department in their top 3 choices.
top10AdmittedRatio Percentage of admitted students who ranked this department in their top 10 choices.
admittedPrefTrendRatio Ratio of admitted students preferring private over state universities.
admittedGovPref Number of admitted students with state university preferences.
admittedPrivPref Number of admitted students with private university preferences.
admittedTotalPref Total number of preferences made by admitted students.
admittedTotalDepartmentPref Total number of preferences for the same department by admitted students.

Geographic and Demographic Data

Feature Description
outOfCityStudentRate Percentage of students from outside the city.
sameRegionStundetRate Percentage of students from the same region as the university.
foreignStudentCountUni Number of foreign students enrolled at the university, indicating its international appeal and diversity(from YÖK statistics).
foreignStudentRatioUni Ratio of foreign students to the total student population at the university, reflecting its internationalization level(from YÖK statistics).

This dataset provides comprehensive data across various domains to assist in strategic decision-making for new department offerings in private universities.

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