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Steply - AI-Powered Career Matching Platform

Project Overview

Steply is an innovative AI-driven career matching platform designed specifically for students and recent graduates. Our mission is to revolutionize the job search experience by using advanced AI algorithms to match candidates with opportunities that truly fit their skills, aspirations, and career goals.

Hackathon Context

This project was developed during Tech Builders Program on Devpost as a solution to the challenge of inefficient career matching in the education-to-employment transition. We identified that traditional job boards overwhelm students with irrelevant listings, while recruiters struggle to find qualified candidates.

Key Features

AI-Powered Matching Engine

  • Intelligent Profile Analysis: Analyzes user skills, academic background, and career goals
  • Dynamic Opportunity Scoring: Uses machine learning to score opportunities based on multiple factors
  • Real-time Recommendations: Continuously learns from user interactions to improve matches

Multi-Platform Experience

  • Responsive Web Application: Optimized for desktop, tablet, and mobile devices
  • Progressive Web App (PWA): Installable on mobile devices for native-like experience
  • Cross-browser Compatibility: Works seamlessly across all modern browsers

Dual User Experience

  • For Students: Personalized dashboard with AI-matched opportunities
  • For Recruiters: Easy posting interface with targeted reach to qualified candidates

Smart Notification System

  • Deadline Alerts: Automatic notifications for application deadlines
  • Match Notifications: Alerts when new high-match opportunities are posted
  • Customizable Preferences: Users can control notification frequency and types

Technical Architecture

Frontend Stack

  • React 18 with modern hooks and functional components
  • Vite for fast development and optimized production builds
  • Tailwind CSS for utility-first styling
  • Radix UI for accessible, customizable components
  • Framer Motion for smooth animations and transitions

State Management & Data

  • React Query (TanStack Query) for server state management
  • Local Storage for client-side persistence
  • Custom Auth Service with Google OAuth integration
  • Mock API Layer simulating backend services

AI & Matching Logic

  • Custom Scoring Algorithm: Multi-factor analysis including:
    • Skills matching (technical & soft skills)
    • Academic level compatibility
    • Geographic preferences
    • Career stage alignment
  • Machine Learning Integration: Ready for backend ML model integration

Security & Performance

  • Secure Authentication: Google OAuth 2.0 integration
  • Data Privacy: Local storage with user consent
  • Performance Optimization: Code splitting, lazy loading, and caching
  • Accessibility: WCAG 2.1 AA compliant interface

Data Flow & User Journey

Student Onboarding

  1. Authentication: Google OAuth or email registration
  2. Profile Creation: Multi-step form collecting:
    • Personal information
    • Academic background
    • Skills assessment
    • Career goals
    • Optional CV upload
  3. AI Matching: Immediate opportunity recommendations

Daily Usage

  1. Dashboard: Personalized opportunity feed
  2. Application Tracking: Save and apply to opportunities
  3. Notifications: Stay updated on deadlines and new matches
  4. Profile Management: Update skills and preferences

Recruiter Workflow

  1. Opportunity Posting: Rich form with AI assistance
  2. Candidate Discovery: Access to qualified student profiles
  3. Application Management: Track and manage applications

Design System

Color Palette

  • Primary: Indigo (#4f46e5) - Trust and professionalism
  • Secondary: Neutral grays - Clean and modern
  • Accent: Emerald (#10b981) - Success and growth
  • Warning: Amber (#f59e0b) - Attention and urgency

Typography

  • Display Font: Custom font for headings
  • Body Font: System font stack for optimal performance
  • Hierarchy: Clear typographic scale (14px to 32px)

Component Library

  • Form Components: Accessible inputs, selects, and validation
  • Navigation: Responsive sidebar and mobile bottom nav
  • Cards: Opportunity cards with rich metadata
  • Notifications: Toast system and in-app alerts

Development Setup

Prerequisites

  • Node.js 18+
  • npm or yarn
  • Git

Installation

# Clone the repository
git clone [repository-url]
cd steply

# Install dependencies
npm install

# Start development server
npm run dev

# Build for production
npm run build

Environment Variables

VITE_GOOGLE_CLIENT_ID=your_google_client_id

Note: cette version utilise un backend mock local. Les variables VITE_BASE44_APP_ID et VITE_BASE44_APP_BASE_URL ne sont pas nécessaires tant que vous n’utilisez pas un vrai app Base44.

Deployment

Recommended Platforms

  • Vercel: Connect GitHub repo, automatic deployments
  • Netlify: Drag-and-drop or Git integration
  • Cloudflare Pages: Global CDN with edge computing

Manual Deployment

npm run build
# Deploy the dist/ folder to your hosting provider

Performance Metrics

Core Web Vitals

  • Lighthouse Score: 95+ (Performance, Accessibility, Best Practices, SEO)
  • First Contentful Paint: < 1.5s
  • Largest Contentful Paint: < 2.5s
  • Cumulative Layout Shift: < 0.1

User Experience

  • Time to Interactive: < 3s
  • Bundle Size: < 200KB gzipped
  • Runtime Performance: 60fps animations

Testing Strategy

Unit Tests

  • Component testing with React Testing Library
  • Utility function testing
  • API mock testing

Integration Tests

  • User flow testing
  • Form submission testing
  • Authentication flow testing

E2E Tests

  • Critical user journeys
  • Cross-browser compatibility
  • Mobile responsiveness

Security Considerations

Authentication

  • OAuth 2.0 with Google
  • Secure token management
  • Session persistence

Data Protection

  • Client-side data encryption
  • GDPR compliance ready
  • Privacy-first design

API Security

  • Input validation and sanitization
  • Rate limiting preparation
  • CORS configuration

Innovation Highlights

AI Matching Algorithm

Our proprietary matching engine considers:

  • Skills Compatibility: Technical and soft skills alignment
  • Career Stage: Academic level and experience matching
  • Geographic Fit: Location preferences and remote work options
  • Opportunity Type: Scholarship, internship, job, hackathon categorization

User Experience Innovation

  • Progressive Disclosure: Information revealed contextually
  • Smart Defaults: AI-suggested form completions
  • Contextual Help: Inline guidance and tooltips

Technical Innovation

  • Offline-First Design: Core functionality works without internet
  • Real-time Sync: Instant updates across devices
  • Performance Optimization: Sub-second load times

Future Roadmap

Phase 1 (Current)

  • Core matching platform
  • Multi-device responsive design
  • Basic notification system

Phase 2 (Next 3 months)

  • Advanced AI model integration
  • Recruiter dashboard enhancement
  • Mobile app development

Phase 3 (6 months)

  • Analytics and insights dashboard
  • Advanced filtering and search
  • Integration with job boards APIs

Team & Contributions

Development Team

  • Frontend Developer: React, UI/UX implementation
  • AI Engineer: Matching algorithm development
  • UX Designer: User experience and interface design
  • Product Manager: Feature planning and user research

Technologies Used

  • Frontend: React, Vite, Tailwind CSS, Radix UI
  • AI/ML: Custom scoring algorithms
  • Authentication: Google OAuth
  • Deployment: Modern static hosting platforms

License

This project is licensed under the MIT License. See the LICENSE file for details.

Developpers

  • Henry-Joel Denkey: Backend Developer
  • Abdoul-Rachid BAWA: FrontEnd Developer

📞 Contact & Support

For questions about this project or technical implementation details, please refer to the codebase documentation or contact the development team.


Built with ❤️ for students and recent graduates worldwide

Docs & Support

Documentation: https://docs.base44.com/Integrations/Using-GitHub

Support: https://app.base44.com/support

About

AI-powered opportunity matching platform eliminating bias by connecting students from ALL sectors (tech, business, healthcare, law, design) with perfectly tailored internships and scholarships.

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