- Project Overview
- Data Sources
- Tools
- Data Cleaning and Preparation
- Exploratory Data Analysis
- Data Cleaning and Preparation
- Results and Findings
- Limitations
- References
This project aims to analyse the efficiency of a company's turnover time by comparing factors such as gender, race and company branches to improve the company's productivity in the future.
Human Resource Data: The primary dataset used for this analysis is the "hr_data.csv" file, containing detailed information about the company.
- Excel - Data Cleaning
- SQL Server - Data Analysis
- Power BI - Creating reports
In the initial data preparation phase, we performed the following tasks:
- Data loading and inspection.
- Handling missing values.
- Data cleaning and formatting.
EDA involved exploring the sales data to answer key questions, such as:
- Show the gender distribution of employees in the company.
- Show the race/ethnicity distribution of employees in the company.
- What is the age distribution of employees in the company?
- How is the distribution of employees at headquarters compared to remote employees?
- How does the gender distribution vary across departments and job titles?
- What is the distribution of job titles across the company?
- Which department has the highest termination rate?
- What is the distribution of employees across locations by city and state?
- How has the company's employee count changed over time based on hire and term dates?
The analysis results are summarised as follows:
- There are more male employees than female employees
- The company comprises more of the white race, while the Native Hawaiian and American Indian are the least represented races.
- The majority of the employees are between the ages of 25 and 54
- The number of employees at the headquarters is significantly more than the remote employees
- There are some female-dominated departments as well as male-dominated departments, and the distribution is fairly balanced.
- Engineering is the job title with the highest number of employees, while Auditing has the fewest employees in the company
- The Auditing, Marketing, Business Development and Research & Development departments have the highest termination rate, while the legal department has the least termination rate.
- The state with the highest number of employees is Ohio, while Wisconsin is the state with the least number of employees.
- The net change in employees has increased over the years.
- Some Ages with negative values present in the dataset were excluded while carrying out the analysis
- Records with ages below 18 years were excluded as they are below working age
- SQL for Businesses by werty.
- Stack Overflow

