AttendIQ

Develop practical human resources and workplace safety analytics skills using a comprehensive dataset covering employee attendance records and workplace health and safety incidents.

This collection reflects the operational data managed daily by HR departments, health and safety officers, operations managers, and business intelligence teams to monitor employee attendance, identify absenteeism trends, manage leave patterns, track workplace incidents, and improve organizational safety performance.

The datasets combine attendance statistics, absence reasons, workplace incident records, and incident outcomes into a realistic HR environment suitable for exploratory data analysis, dashboard development, KPI reporting, compliance monitoring, and workforce planning. They provide an excellent foundation for SQL, Python, Excel, Power BI, Tableau, and HR analytics portfolio projects.

Business Background

Organizations rely on accurate attendance records and workplace safety data to maintain productivity, support employee well-being, comply with labor regulations, and reduce operational risks.

Human resources teams analyze attendance patterns to identify excessive absenteeism, improve workforce planning, and evaluate leave management policies. Health and safety teams investigate workplace incidents to reduce future risks, improve safety procedures, and maintain compliance with occupational health and safety standards.

This dataset collection represents these everyday business processes, allowing learners to work with realistic workforce management data commonly used across modern organizations.

What\'s Included

• Employee Attendance Records
• Days Present
• Days Absent
• Absence Reasons
• Workplace Safety Incidents
• Incident Categories
• Incident Outcomes

Learning Objectives

After working with this dataset you will be able to:

• Analyze employee attendance trends
• Measure absenteeism across the workforce
• Identify common reasons for employee absences
• Evaluate workplace incident patterns
• Analyze incident outcomes
• Build HR attendance dashboards
• Develop workplace safety reports
• Support workforce planning using attendance data
• Improve organizational safety through data-driven insights

Skills You\'ll Practice

• SQL
• Python
• Pandas
• Excel
• Data Cleaning
• Exploratory Data Analysis (EDA)
• HR Analytics
• Workforce Analytics
• Business Intelligence
• Power BI
• Tableau

Business Questions

• Which employees or departments demonstrate the highest absenteeism?
• What are the most common reasons for employee absences?
• How does absenteeism affect workforce availability?
• Which workplace incidents occur most frequently?
• What percentage of incidents result in injuries?
• Which safety risks require immediate attention?
• How can attendance patterns support workforce planning?
• Which operational areas experience the greatest safety concerns?
• How do attendance trends change over time?
• Which insights support HR policy improvements and workplace safety initiatives?

Suggested Portfolio Projects

• Employee Attendance Dashboard
• Absenteeism Analysis
• Workplace Safety Dashboard
• HR KPI Dashboard
• Incident Trend Analysis
• Occupational Safety Intelligence Report
• Workforce Availability Dashboard
• HR Analytics Portfolio Project

Difficulty

Beginner to Intermediate

Suitable for learners developing practical skills in HR analytics, workforce management, occupational safety, and business intelligence.

Industry

• Human Resources
• Occupational Health & Safety
• Manufacturing
• Logistics
• Corporate Operations
• Business Intelligence

Recommended Tools

• Excel
• SQL
• Python
• Pandas
• Power BI
• Tableau
• Jupyter Notebook

Dataset Highlights

• 2 integrated HR datasets
• 2,000 total records
• Excel and CSV formats included
• Attendance records with presence, absence, and leave reasons
• Workplace incident records with incident types and outcomes
• Includes realistic HR scenarios suitable for data validation and data quality exercises
• Ideal for attendance reporting, workforce planning, safety analytics, compliance dashboards, and portfolio projects