Career Navigator Using Machine Learning

This paper presents Career Navigator, an AI-powered career guidance system that leverages machine learning (ML) and natural language processing (NLP) to recommend personalized job roles based on user skills and interests. The system employs a Random Forest Classifier (RFC) trained on a dataset of 9,000 skill-to-job mappings (dataset9000.csv) to predict suitable careers with a confidence score. Users input their skill levels (e.g., programming, networking) via text or voice, and the system outputs detailed role descriptions, salary ranges, and interview tips. Additionally, mock tests and real-time skill assessments enhance career readiness. Built on the Django framework, Career Navigator bridges the gap between talent and opportunity, offering scalable, data-driven guidance for students, job seekers, and career changers.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-03-01
DOI
https://doi.org/10.5281/zenodo.15104267
Primary Topic
Intelligent Tutoring Systems and Adaptive Learning
Type
article
Field-Weighted Citation Impact
0.00
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article

Career Navigator Using Machine Learning

Zenodo (CERN European Organization for Nuclear Research)
Intelligent Tutoring Systems and Adaptive Learning
article

Career Navigator Using Machine Learning

article en

Abstract

This paper presents Career Navigator, an AI-powered career guidance system that leverages machine learning (ML) and natural language processing (NLP) to recommend personalized job roles based on user skills and interests. The system employs a Random Forest Classifier (RFC) trained on a dataset of 9,000 skill-to-job mappings (dataset9000.csv) to predict suitable careers with a confidence score. Users input their skill levels (e.g., programming, networking) via text or voice, and the system outputs detailed role descriptions, salary ranges, and interview tips. Additionally, mock tests and real-time skill assessments enhance career readiness. Built on the Django framework, Career Navigator bridges the gap between talent and opportunity, offering scalable, data-driven guidance for students, job seekers, and career changers.

Zenodo (CERN European Organization for Nuclear Research)
Advanced Numerical Research and Analysis Group (IN)
Openalex Percentile: Top 78%
Intelligent Tutoring Systems and Adaptive Learning
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Career Navigator Using Machine Learning · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS