CoolFace
Datasetpublic

counselling-fyi/smart-career-compass-benchmarks

Counselling FYI Smart Career Compass 🎓🧭 An AI career guidance assistant that recommends suitable career paths based on interests, personality, aptitude, skills, and educational goals. An initiative by MeritTeacher powered by Counselling.fyi. Features AI-Powered Career Recommendations — personalized career path suggestions Interest & Aptitude Analysis — evaluates academic strengths and interests Personality-Based Career Matching — aligns career choices with… See the full description on the dataset page: https://huggingface.co/datasets/counselling-fyi/smart-career-compass-benchmarks.

sourceHugging Faceupdated 2mo agoView on Hugging Face
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Counselling FYI Smart Career Compass 🎓🧭

![npm](https://npmjs.com/package/@counselling-fyi/smart-career-compass) ![DOI](https://doi.org/10.5281/zenodo.XXXXXXX)

An AI career guidance assistant that recommends suitable career paths based on interests, personality, aptitude, skills, and educational goals. An initiative by MeritTeacher powered by Counselling.fyi.

Features

  • —AI-Powered Career Recommendations — personalized career path suggestions
  • —Interest & Aptitude Analysis — evaluates academic strengths and interests
  • —Personality-Based Career Matching — aligns career choices with personality traits
  • —Skill Gap Identification — identifies missing skills for target careers
  • —Career Roadmap Generation — step-by-step career development plans
  • —Course & Certification Suggestions — curated learning path recommendations
  • —Future Career Trend Insights — AI and market-driven career trend analysis
  • —Study Plan Recommendations — academic roadmap aligned to career goals
  • —Career Comparison Tool — compare multiple career options side by side
  • —Export Career Reports — downloadable career assessment reports
  • —CLI support in Node.js and Python
  • —Benchmark dataset included (20 career guidance cases)
  • —Lightweight, publish-ready, minimal dependencies

Quick Start

Node.js

bash
npm install @counselling-fyi/smart-career-compass
npx smart-career-compass "student-profile" engineering 85 78 90 72 88

Python

bash
pip install counselling-fyi-smart-career-compass
python -m compass "student-profile" engineering 85 78 90 72 88

Output

Student: student-profile
Career Interest: Engineering
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Aptitude Score:                85 / 100  [Excellent]
Interest Alignment Score:      78 / 100  [Healthy]
Personality Match Score:       90 / 100  [Excellent]
Skill Readiness Score:         72 / 100  [Healthy]
Academic Strength Score:       88 / 100  [Excellent]
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Overall Career Fit Score:      83 / 100
Priority Action:               Skill Readiness (lowest — act first)

Recommended Career Paths:
  Software Engineering:    88 / 100
  Data Science:            85 / 100
  AI & Machine Learning:   82 / 100
  Cybersecurity:           78 / 100

Career Interest Areas

AreaDescription
engineeringTechnology, software, mechanical, civil engineering
medicineHealthcare, medical sciences, clinical research
businessCommerce, entrepreneurship, management, finance
artsCreative arts, design, media, communication
sciencePure sciences, research, academia
lawLegal studies, policy, governance
educationTeaching, academic research, curriculum design
hospitalityTourism, hotel management, travel
agricultureFarming, agri-tech, environmental sciences
social-workPsychology, counselling, community development

Project Structure

Counselling-fyi-smart-career-compass/
├── index.ts              # TypeScript career compass
├── compass.py            # Python career compass
├── package.json          # NPM package config
├── package-lock.json     # NPM lock file
├── tsconfig.json         # TypeScript config
├── schema.json           # JSON-LD structured data
├── zenodo.json           # Zenodo metadata
├── heartbeat.txt         # Auto-updated daily
├── mkdocs.yml            # ReadTheDocs config
├── .readthedocs.yaml     # ReadTheDocs build config
├── docs/
│   ├── index.md          # Documentation
│   └── requirements.txt
├── dataset/
│   └── career_compass_benchmarks.csv
├── kaggle/
│   └── notebook.ipynb
├── .github/workflows/
│   ├── heartbeat.yml     # Auto-commit daily
│   └── npm-publish.yml   # Auto-publish to NPM
├── README.md
└── LICENSE

Career Guidance Signal Scores

SignalDescriptionScore Range
AptitudeAcademic and cognitive ability assessment0–100
Interest AlignmentMatch between interests and career area0–100
Personality MatchPersonality trait alignment with career0–100
Skill ReadinessCurrent skill level vs career requirements0–100
Academic StrengthAcademic performance and subject alignment0–100

Score Interpretation

ScoreStatusAction
0–30CriticalMajor guidance intervention required
31–60At RiskSignificant counselling needed
61–80HealthyOn track with minor adjustments
81–100ExcellentStrong career fit — proceed confidently

Keywords

Career Guidance AI · Career Recommendation Bot · AI Career Counsellor · Career Assessment Tool · Student Career Planning · Career Finder · Education Guidance · Career Roadmap Generator · Aptitude Analysis · Career AI Assistant · MeritTeacher · Counselling FYI

Links

PlatformURL
Websitehttps://counselling.fyi
Serviceshttps://counselling.fyi/services/
Career Counsellinghttps://counselling.fyi/services/career-counselling/
Overseas Educationhttps://counselling.fyi/services/overseas-education/
DMIT Testinghttps://counselling.fyi/services/dmit-testing/
Psychometric Testinghttps://counselling.fyi/services/psychometric-testing/
Education Counsellinghttps://counselling.fyi/services/education-counselling/
Free Career Assessmenthttps://counselling.fyi/free-career-assessment/
Book a Callhttps://counselling.fyi/book-a-call/
SlideSharehttps://www.slideshare.net/slideshow/counselling-fyi-india-s-student-counselling-hub-by-merit-teacher/288692766
GitHubhttps://github.com/counselling-fyi/Counselling-fyi-smart-career-compass
GitHub Pageshttps://counselling-fyi.github.io/Counselling-fyi-smart-career-compass/
NPMhttps://npmjs.com/package/@counselling-fyi/smart-career-compass
Hugging Facehttps://huggingface.co/datasets/counselling-fyi/smart-career-compass-benchmarks
Kagglehttps://kaggle.com/datasets/counsellingfyi/smart-career-compass-benchmarks
Zenodohttps://zenodo.org/records/XXXXXXX
Docshttps://counselling-fyi-smart-career-compass.readthedocs.io

About Counselling.fyi

Counselling.fyi is India's student counselling hub by MeritTeacher — helping students explore suitable career options through AI-powered career guidance, personality analysis, aptitude assessment, and personalized career roadmaps.

License

MIT — Counselling.fyi