🌍 Overview

CareShift Insights is an interactive workforce analytics dashboard that converts raw shift records into meaningful visual insights.

The dashboard enables healthcare providers and care workers to better understand workforce performance through real-time analytics and easy-to-read visualisations.

✨ Features

| Feature | Description | |----------|-------------| | 🕒 Working Hours Analytics | Track total worked hours | | 🌴 Holiday Management | Monitor annual leave and holiday hours | | ⏱ Overtime Analysis | Detect overtime trends and workload | | 💷 Earnings Estimation | Calculate estimated salary based on worked hours | | 📊 Interactive Dashboard | Dynamic charts and KPI cards | | 📈 Weekly Trends | Analyse workforce activity over time | | 📋 Workforce Summary | High-level operational insights |

🏗 Dashboard Workflow

Healthcare Shift Records
           │
           ▼
      Data Cleaning
           │
           ▼
      Data Processing
           │
           ▼
    KPI Calculations
           │
           ▼
 Interactive Dashboard
           │
           ▼
Workforce Insights

📊 Dashboard Components

📈 Weekly Hours Trend

Monitor workload patterns across different weeks.

💷 Earnings Dashboard

Estimate earnings using:

• Regular Hours
• Holiday Hours
• Overtime

⏱ Overtime Analysis

Identify:

• Extra working hours
• Overtime distribution
• Workload spikes

📋 Workforce KPIs

Display:

• Total Hours Worked
• Holiday Hours
• Overtime Hours
• Estimated Salary
• Average Weekly Hours

💻 Technology Stack

| Technology | Purpose | |------------|----------| | 🐍 Python | Core Programming | | 🐼 Pandas | Data Processing | | 📊 Streamlit | Dashboard Development | | 📈 Plotly | Interactive Charts | | 📄 CSV | Data Source |

📁 Project Structure

📦 CareShift-Insights
├── 📄 app.py ├── 📄 requirements.txt ├── 📄 README.md │ ├── 📂 sample_data │   └── shifts.csv │ ├── 📂 screenshots │ ├── 📂 reports │ └── 📂 .streamlit     └── config.toml

📸 Preview

🚀 Installation

Clone the repository

git clone https://github.com/tasnem-tech/careshift-insights.git

Navigate into the project

cd careshift-insights

Install dependencies

pip install -r requirements.txt

Launch the dashboard

streamlit run app.py

📈 Skills Demonstrated

• 📊 Data Analytics
• 📈 Interactive Dashboards
• 🐍 Python Programming
• 🐼 Pandas
• 📉 Business Intelligence
• 📋 Workforce Analytics
• 📊 KPI Reporting
• 📈 Data Visualisation

🌟 Why This Project?

This project demonstrates how operational healthcare data can be transformed into business intelligence.

It showcases:

• ✔ Workforce analytics
• ✔ KPI dashboard development
• ✔ Interactive visualisation
• ✔ Real-world data processing
• ✔ Healthcare-focused reporting

🔮 Future Roadmap

• 📄 PDF Report Export
• 👥 Multi-Employee Dashboard
• 📅 Monthly & Annual Analytics
• 💰 Payroll Forecasting
• 📱 Mobile Responsive Dashboard
• ☁ Cloud Deployment
• 🔐 Secure Login System
• 🤖 AI Shift Forecasting

👩‍💻 Author

Tasnem Islam Prome

Data Analytics • Healthcare Technology • Python Developer