Learning Analytics Automation

Automated data collection and analysis system for educational research with Streamlit dashboard

Overview

Built an automated data collection and analysis system for educational research, featuring screenshot automation, real-time data processing, and integrated reporting capabilities.

Key Features

  • Automated Data Collection: Selenium-based screenshot and data capture system
  • Real-time Analysis: Streamlit web application for live educational data analysis
  • API Integration: Google Sheets API for automated report generation
  • Computer Vision: OpenCV integration for image processing and analysis

Technical Implementation

  • Web Automation: Selenium WebDriver for automated data collection
  • Web Application: Interactive Streamlit dashboard for data visualization
  • Cloud Integration: Google Sheets API for automated reporting
  • Image Processing: OpenCV for screenshot analysis and processing

Technologies Used

  • Automation: Selenium WebDriver, automated browser control
  • Web Development: Streamlit, real-time dashboard development
  • Cloud Services: Google Sheets API, automated data synchronization
  • Computer Vision: OpenCV, image processing and analysis
  • Data Analysis: Pandas, statistical analysis, data visualization

Applications

  • Educational research data collection automation
  • Real-time learning analytics dashboard
  • Automated report generation for researchers
  • Screenshot-based data analysis for educational platforms

Results

Successfully reduced manual data collection time by 80% while improving data accuracy and providing real-time insights for educational research.