Overview
SkillRoute is an AI-powered career path decision and personalized learning roadmap platform designed to guide students and early professionals toward the most suitable career based on their interests, skills, and goals. The system converts abstract career aspirations into concrete, time-bound learning plans.
Problem Statement
Most learners struggle with:
- Choosing the right career path among overwhelming options
- Receiving generic, non-adaptive career advice
- Lack of structured, step-by-step learning guidance
- No clear mapping between skills, roles, and learning outcomes
SkillRoute addresses these gaps using AI-driven decision intelligence and structured roadmap generation.
System Architecture
SkillRoute follows a modular client–server architecture:
- Frontend: Handles user interaction and visualization
- Backend: Processes logic, AI orchestration, and data handling
- AI Layer: Determines career paths and learning roadmaps
- Database & Auth: Manages users and progress securely
AI Career Decision Engine
The AI engine analyzes user inputs and generates actionable outputs.
Inputs
- Interests
- Current skills
- Career goals
- Learning pace
- Time availability
Outputs
- Recommended career path
- Required skill set
- Personalized learning roadmap
- Milestones and timelines
The decision logic is powered by large language models using carefully structured prompts to ensure consistent and explainable recommendations.
Backend Logic
The backend is built using FastAPI and is responsible for:
- Validating user input
- Managing API endpoints
- Communicating with AI services
- Persisting user data
- Securing authentication
All endpoints are REST-based and documented using Swagger.
Frontend Flow
The frontend provides:
- User onboarding and profile input forms
- Career recommendation results
- Visual learning roadmap timelines
- Progress tracking dashboards
It consumes backend APIs and updates the UI dynamically.
Data Storage & Authentication
Firebase is used for:
- Secure user authentication
- Storing user profiles
- Saving career recommendations
- Tracking learning progress
This ensures scalability and minimal server overhead.
Data Flow
User Profile Input → Frontend Application → Backend API → AI Decision Engine → Learning Roadmap Generation → Database Storage → Frontend Visualization
Key Functional Features
- AI-driven career path recommendation
- Personalized learning roadmap generation
- User authentication and profile management
- Progress tracking and visualization
- Modular and scalable architecture
Security Considerations
- Environment variables used for sensitive keys
- Firebase-based authentication
- Input validation to prevent malformed requests
- No sensitive data exposed on the client side
Extensibility
The system is designed to support future enhancements such as:
- Resume parsing and skill extraction
- Job market trend analysis
- Adaptive roadmap updates
- Multi-language support
Summary
SkillRoute transforms career uncertainty into structured action by combining AI intelligence with practical learning design. It is built to scale, adapt, and evolve alongside user goals and industry demands.