Dataset: Employee Attrition Data

About this Dataset

Employee Attrition Data

This dataset contains synthetic employee attrition data designed to provide insights into the factors influencing employee retention and departure. The data simulates a diverse workforce across various departments and roles, capturing key attributes that may correlate with attrition rates.

Features:

Employee ID: A unique identifier for each employee.
Age: The age of the employee (ranging from 18 to 65).
Gender: The gender of the employee (Male, Female, Non-binary, Prefer not to say).
Marital Status: Current marital status (Single, Married, Divorced, Widowed).
Department: The department where the employee works (Sales, HR, IT, Marketing, Finance, Operations).
Job Role: Specific role or title (Manager, Team Lead, Analyst, Developer, Sales Rep).
Salary: Annual salary (ranging from $40,000 to $120,000).
Performance Rating: Employee's performance evaluation score (1 to 5).
Years at Company: Total years the employee has been with the company (0 to 40).
Promotion Count: Number of promotions received (0 to 5).
Work-Life Balance Rating: Employee's perceived work-life balance (1 to 5).
Job Satisfaction: Overall job satisfaction rating (1 to 5).
Training Hours: Number of training hours attended in a year (0 to 40).
Commute Distance: Distance traveled to work (in miles or kilometers).
Absenteeism Rate: Percentage of days absent in a year (0.0 to 100.0).
Exit Interview Feedback: Qualitative feedback from exit interviews.
Reason for Leaving: Primary reason for leaving the company (Career Change, Personal Reasons, **Relocation, Retirement, Layoff).
Company Culture Fit: Employee's perception of cultural fit (1 to 5).
Team Dynamics: Perception of team collaboration and support (1 to 5).
Company Loyalty: Self-reported loyalty to the company (1 to 5).

Tables

Employee Attrition Data

@kaggle.adnananam_employee_attrition_data.employee_attrition_data

4.69 MB
100000 rows
20 columns


CREATE TABLE employee_attrition_data (
  "employee_id" VARCHAR,
  "age" BIGINT,
  "gender" VARCHAR,
  "marital_status" VARCHAR,
  "department" VARCHAR,
  "job_role" VARCHAR,
  "salary" DOUBLE,
  "performance_rating" BIGINT,
  "years_at_company" BIGINT,
  "promotion_count" BIGINT,
  "work_life_balance_rating" BIGINT,
  "job_satisfaction" BIGINT,
  "training_hours" BIGINT,
  "commute_distance" DOUBLE,
  "absenteeism_rate" DOUBLE,
  "exit_interview_feedback" VARCHAR,
  "reason_for_leaving" VARCHAR,
  "company_culture_fit" BIGINT,
  "team_dynamics" BIGINT,
  "company_loyalty" BIGINT
);