Data Information
- The dataset consists of 1000 records and 30 attributes:
- ID: Employee ID (numeric)
- Gender: Gender of the employee (categorical: m/f)
- Age: Age of the employee (categorical: 26-33, 18-25, 34-41, 50yearsabove, 42-49)
- EducationBackground: Educational background of the employee (categorical: bachelor, diploma, master, undergraduate)
- Language: Number of languages known by the employee (numeric: 1-5)
- marriage: Marital status of the employee (categorical: single, married, divorced)
- PartnerWorking: Whether the employee’s partner is working or not (categorical: no, yes)
- Numberofchildren: Number of children the employee has (numeric)
- AvgAgeoftheirchildren: Average age of the employee’s children (numeric)
- Resident: Whether the employee is a local resident or not (categorical: local, not-local)
- Jobtime: Job time of the employee (categorical: ft, pt)
- Hoursofwork: Number of hours the employee works per week (numeric)
- Salary: Salary of the employee (numeric)
- Yearsofservice: Number of years the employee has worked in the company (categorical: 0, 1, 2, 3)
- Socialassurance: Whether the employee has social assurance or not (categorical: yes, no)
- Position: Position of the employee in the company (categorical: leademp, regularemp, manager, supervisor)
- Department: Department of the company where the employee works (categorical: customerservice, others, marketing, humanresource, sales, financial, IT, inventory, preprocessing, Accounting, rawmaterialswarehouse, manufacturing, management, finishing, finishedgoodswarehouse, corporateservices, corporate, assembly, services, marketingmanagement, manufacturingmanagement)
- Computerskills: Level of computer skills possessed by the employee (categorical: good, excellent, none)
- Jobsecurity: Level of job security felt by the employee (categorical: good, excellent, bad)
- Smoking: Whether the employee smokes or not (categorical: yes, no)
- Transportation: Whether the employee has transportation or not (categorical: yes, no)
- Vacationdays: Number of vacation days the employee gets (numeric)
- Nationality: Nationality of the employee (categorical: iraqi, others, kurdish)
- Employmenttype: Type of employment (categorical: permanent, fixedtermcontract, temporary)
- No.ofactivities: Number of activities performed by the employee (numeric)
- No.ofpenalties: Number of penalties imposed on the employee (numeric)
- TermReason: Reason for termination of employment, if applicable (categorical: none, WorkRuleViolation, AcceptedNewJob, PoorJobfit, PoorPerformance, JobAbandonment, PoorAttendance, medical-Non-JobRelated, Retirement-Normal, JobDissatisfaction, CareerChange, Retirement-Early, Pay, Violence-Threat/Act, medical-JobRelated, ResignedinlieuofTerm, ResignedinLieuofTermination, PersonalReasons, Deceased, WorkConditions/Requirement, EmployeeRelocation, failedDrug/AlcoholScreen)
- Riseinincomereceived: Whether the employee has received a rise in income or not (categorical: yes, no)
- Employeedisciplined: Whether the employee has been disciplined or not (categorical: no, yes)
- Recommendationforpromotion: Whether the employee has been recommended for promotion or not (categorical: yes, no)
Source
- Asia L. Jabar - Tarik A. Rashid
Computer Science Department
University of Sulaimania & University of Kurdistan-Hawlêr