SafeRoute - Civic Tech Accessibility Map
SafeRoute is a community-powered safety map designed for neighborhoods to come together and empower one another with knowledge and resources. It lets residents anonymously report sightings of broken streetlights, suspicious activity, dangerous infrastructure, and more.
Client
Enterprise SaaS Company
Duration
6 months
Role
Lead Engineer
Project Overview
Developed a comprehensive analytics platform that combines real-time data processing with machine learning predictions. The system ingests data from multiple sources, processes it through custom ML models, and presents actionable insights through an intuitive dashboard interface.
Challenges
- Processing and analyzing 10M+ data points daily with sub-second latency
- Building accurate predictive models with limited historical data
- Creating intuitive visualizations for complex multi-dimensional data
- Ensuring system reliability and uptime for mission-critical operations
Solutions
- Implemented streaming data pipeline using Redis and PostgreSQL for real-time processing
- Developed ensemble ML models combining multiple algorithms for robust predictions
- Created custom D3.js visualizations with interactive drill-down capabilities
- Built comprehensive monitoring and alerting system with 99.9% uptime SLA
Key Results
40% reduction in time-to-insight for business decisions
Predicted market trends 3 weeks ahead with 85% accuracy
Reduced infrastructure costs by 30% through optimization
Deployed to 500+ users across 5 departments
Technology Stack
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