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https://github.com/saad2134/shiksha-disha

πŸ› οΈ Prototype for SUDHEE CBIT Hackathon 2026. PS-1.12 (Personalized Course Curator Based on Learner’s Learning Style & Preferences). ShikshaDisha – "Design & development of an AI-powered learning path generator, Vocational Pathway Navigator with Dynamic Career Intelligence" πŸŽ“
https://github.com/saad2134/shiksha-disha

ai-matching career-development career-intelligence cbit-hackathon cbithackathonsudhee2026 certification digital-learning gamification learning-pathway multilingual nsqf nsqf-integration pathway-navigator roadmap-generator shiksha-disha skills-assessment smart-education social-network sudhee2026

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πŸ› οΈ Prototype for SUDHEE CBIT Hackathon 2026. PS-1.12 (Personalized Course Curator Based on Learner’s Learning Style & Preferences). ShikshaDisha – "Design & development of an AI-powered learning path generator, Vocational Pathway Navigator with Dynamic Career Intelligence" πŸŽ“

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πŸŽ“ ShikshaDisha – AI-Powered NSQF-Integrated Learning Ecosystem

>

🚨 "Design and development of an AI-powered learning path generator, Vocational Pathway Navigator with Dynamic Career Intelligence and NSQF-Integrated Learning Ecosystem"


Access the Prototype Here

![Phase](https://img.shields.io/badge/πŸ› οΈ%20Phase-In%20Development-blue?style=for-the-badge)
![Platforms](https://img.shields.io/badge/🌐%20Platforms-Web%20%7C%20Android*-28a745?style=for-the-badge)

## 🍊 Context

### πŸ† Prototype for Smart India Hackathon 2025

- **Problem Statement ID:** SIH25199
- **Problem Statement Title:** AI-Powered Personalized Learning Path Generator
- **Theme:** Smart Education
- **Category:** Software

## πŸ’‘ Proposed Solution

### ✨ Key Features

- **Smart Pathway Engine** – AI analyzes learner profiles to generate personalized NSQF-aligned career routes
- **AI Matching Engine** – Smart course/curriculum matching based on user's input
- **Career Journey Gamification** – Achievement unlocks, skill mastery levels, industry challenges & leaderboards
- **AI Learning Companion** – Real-time guidance, industry alerts, skill forecasts & content recommendations

### 🎯 Problem Resolution

- **Personalized NSQF Pathways** – AI matches 50+ learner parameters to 139+ government courses with 95% accuracy
- **Real-Time Market Alignment** – Dynamic integration with labor market intelligence ensures pathway recommendations adapt to industry demands, emerging skills, and regional employment opportunities
- **Multilingual Accessibility** – 12+ Indian languages with voice navigation for diverse demographics

### πŸ”₯ Unique Value Propositions

- **Predictive Career Intelligence** – AI forecasts employment probability & salary potential with 3-5 year projections
- **Adaptive Pathway Evolution** – Routes auto-adjust based on progress, industry changes & skill demands
- **Gamified Engagement** – Duels and streaks
- **Cross-Sector Mobility** – AI identifies transferable skills enabling seamless career transitions

## πŸ“Š Feasibility and Viability

### βœ… **Why It Works**
- **High Demand** – Diverse learner backgrounds demand tailored skilling pathways
- **Industry Alignment** – Labour market intelligence ensures relevance to evolving job roles
- **Future-Proofing** – Adaptive AI pathways enable lifelong learning and stackable skills
- **Institutional Backing** – NCVET & MSDE integration provides credibility and adoption push

### ⚠️ **Current Challenges & Risks**
- **User Trust:** Learners may hesitate to rely on AI-driven career guidance
- **Data Accuracy:** Incomplete or outdated learner and labour market data may reduce recommendation quality
- **Bias & Fairness:** Risk of unequal opportunities if algorithms favor certain demographics or regions
- **Long-Term Adoption:** Sustaining engagement as career needs evolve requires continuous system updates

### πŸ›‘οΈ **Strategies to Overcome**
- **Trust Building:** Explainable AI, counselor support, and transparent recommendation logic
- **Data Quality:** Regular updates from NSQF, labour market intelligence, and verified providers
- **Fairness & Equity:** Bias audits, inclusive design, and multilingual accessibility
- **Sustained Engagement:** Adaptive pathways, career milestone tracking, and continuous upskilling prompts

## πŸ“š Research & References

### Key Supporting Market Facts
- **75%** of Indian learners gain career benefits from AI-driven personalized paths
- **90%** of employers prioritize NSQF-aligned micro-credentials in hiring
- India's EdTech market expected to surpass **$10B by 2025**, led by mobile-first apps
- AI-led adaptive learning speeds up skill acquisition by **30-40%** versus traditional means
- **1+ billion** Indian workers need reskilling by 2030 due to tech change and automation

### Research Validation
- **AI Personalization:** AI creates customized learning paths that boost engagement and results
*[[Frontiers in Education 2024](https://www.frontiersin.org/articles/10.3389/feduc.2024.1424386/full) | [Emerald AI in Education](https://www.emerald.com/insight/content/doi/10.1108/XJM-03-2022-0012/full/html)]*
- **Vocational Skilling & NSQF:** NSQF links vocational training with industry and job market demands
*[[ICRIER NSQF Note](https://icrier.org/pdf/ES/The_National_Skills_Qualification_Framework_in_India.pdf) | [IJFMR NSQF Implementation](https://www.ijfmr.com/papers/2024/6/34118.pdf)]*
- **Labour Market Intelligence:** Real-time labour data integration is vital for future-ready skills
*[[India Employer Forum 2025](https://indiaemployerforum.org/world-of-work/insights-from-teamlease-edtech-career-outlook-report-hy2-july-december-2025/) | [Economic Times EdTech](https://education.economictimes.indiatimes.com/news/higher-education/future-ready-india-how-edtech-can-develop-the-workforce/119411774)]*
- **India EdTech Growth:** EdTech is a $10B+ market growing quickly with AI-powered, mobile-first solutions
*[[Market Research Future](https://www.marketresearchfuture.com/reports/india-edtech-market-46222) | [HolonIQ Charts 2025](https://www.holoniq.com/edtech-in-10-charts)]*

> πŸ’‘ **Takeaway:** Research validates the importance of AI-personalized learning, NSQF compliance and scalable secure design for India's skill ecosystem.

## πŸ“ˆ Success Metrics

- **Pathway Recommendation Accuracy** (Target: 95%)
- **User Engagement Rate** with AI Learning Companion
- **NSQF Course Completion Rates**
- **Employment Outcome Tracking** (6-month post-completion)
- **Multi-language Adoption Metrics**
- **Labor Market Alignment Score**
- **User Satisfaction & Trust Scores**

## 🎯 Impact on Target Audience

- **Students & Youth:** Personalized career pathways aligned with market demands
- **Job Seekers:** Data-driven career transitions with employment probability forecasts
- **Working Professionals:** Continuous upskilling with adaptive learning paths
- **Educational Institutions:** NSQF-integrated curriculum planning support
- **Government Schemes:** Enhanced effectiveness of Skill India missions through AI optimization

---

## βš™οΈ Platforms

| Platform | Supported? |
| --------------------------------------------------------------- | ----------- |
| Web (any browser with JS functionality) + Fully Responsive | βœ… |
| [Android](frontend-android/) (non-natively through WebView) | βœ… |

## πŸ› οΈ Tech Stack

- **Frontend:** React, Next.js, Typescript, TailwindCSS, shadcn/ui
- **Backend:** Node.js/Python with AI microservices
- **Database:** MongoDB/PostgreSQL
- **AI/ML:** TensorFlow, PyTorch for predictive analytics
- **APIs Integration:** NSQF database, Labour market intelligence APIs
- **Hosting:** Vercel/Firebase/AWS/GCP cloud infrastructure

## πŸš€ Getting Started

### Web Frontend

1. Clone & Download the Repo

2. Install NodeJS on your system.

3. Open the project in your preferred IDE.

4. Run in Terminal to Install all dependancies:
```bash
npm i
```

4. Get all api keys in env.template as set them in your env:

5. Run in Terminal to Start Development Server:
```bash
npm run dev
```

## πŸ“ Project Architecture *
* Soon.

## πŸ“± Screenshots *
Landing Page

image

## πŸ‘₯ Our Smart India Hackathon 2025 Team (DevBandits)

| # | Team Member | Role | GitHub Profile |
| :-: | :------------------: | :----------------------------: | :-----------------------------------------------------------------------------------------------------------------------------: |
| 1 | **Mohammed Abdul Mugees** | πŸ’Ό Solutions Engineer | [πŸ”— mug3es](https://github.com/mug3es) |
| 2 | **Safaa Mujahid Khan** | 🎨 UI/UX Designer | [πŸ”— SafaaMujahid05](https://github.com/SafaaMujahid05) |
| 3 | **Fareed Ahmed Owais** | 🎯 Team Lead | [πŸ”— FareedAhmedOwais](https://github.com/FareedAhmedOwais) |
| 4 | **Mohammed Saad Uddin** | πŸš€ Full-stack + AI/ML Developer | [πŸ”— saad2134](https://github.com/saad2134) |
| 5 | **Mohammed Abdul Rahman** | πŸ–ΌοΈ Front-end Developer | [πŸ”— Abdul-Rahman26](https://github.com/Abdul-Rahman26) |
| 6 | **Abdur Rahman Qasim** | πŸ”Ž Research Engineer | [πŸ”— Abdur-rahman-01](https://github.com/Abdur-rahman-01) |

## πŸ“Š **Repo Stats**



![Repo Size](https://img.shields.io/github/repo-size/saad2134/sih2025)
![Last Commit](https://img.shields.io/github/last-commit/saad2134/sih2025)
![Open Issues](https://img.shields.io/github/issues/saad2134/sih2025)
![Open PRs](https://img.shields.io/github/issues-pr/saad2134/sih2025)
![License](https://img.shields.io/github/license/saad2134/sih2025)
![Forks](https://img.shields.io/github/forks/saad2134/sih2025?style=social)
![Stars](https://img.shields.io/github/stars/saad2134/sih2025?style=social)
![Watchers](https://img.shields.io/github/watchers/saad2134/sih2025?style=social)
![Contributors](https://img.shields.io/github/contributors/saad2134/sih2025)
![Languages](https://img.shields.io/github/languages/count/saad2134/sih2025)
![Top Language](https://img.shields.io/github/languages/top/saad2134/sih2025)

## ⭐ Star History





Star History Chart

## ✨ Icon

ShikshaDishaFavicon

## πŸ”° Banner

New Project

## πŸ“„ License

This project is licensed under the **MIT License** - see the [LICENSE](LICENSE) file for details.

- βœ… Commercial use
- βœ… Modification
- βœ… Distribution
- βœ… Private use
- ❌ Liability
- ❌ Warranty

---

## ✍️ Endnote

Developed with πŸ’– for the Smart India Hackathon 2025, with heartfelt thanks to SIH for the opportunity to build and innovate.

---

## 🏷 Tags

`#WebApp` `#SmartEducation` `#AIinEducation` `#PersonalizedLearning` `#SkillPathways` `#CareerGuidance` `#NSQFIntegration` `#VocationalEducation` `#AIPathGenerator` `#DigitalLearning` `#AdaptiveLearning` `#GamifiedLearning` `#TokenEconomy` `#AIMatching` `#SkillNavigator` `#FutureSkills` `#EdTechIndia` `#SkillForecasting` `#CareerIntelligence` `#MultilingualAI` `#SkillSangam` `#SIH2025` `#SmartIndiaHackathon2025` `#SIH25199`