AI for Social Good: Identifying and Bridging Freelance Skill Gaps in Underprivileged Communities Using Machine Learning

This research proposes a machine learning–powered system for identifying and bridging digital skill gaps in underprivileged learner personas using public freelance job market data. The solution evaluates skill-job fit through Jaccard similarity and recommends targeted learning paths to improve freelance readiness. The frontend, developed in Streamlit, visualizes metrics such as fit score, skill coverage, and time-to-learn, offering an interactive and measurable framework for digital inclusion. The model shows clear improvements in simulated learner profiles, demonstrating scalable potential for skill development and economic upliftment.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-07-19
DOI
https://doi.org/10.5281/zenodo.16150773
Primary Topic
Persona Design and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

AI for Social Good: Identifying and Bridging Freelance Skill Gaps in Underprivileged Communities Using Machine Learning

Zenodo (CERN European Organization for Nuclear Research)
Persona Design and Applications
article

AI for Social Good: Identifying and Bridging Freelance Skill Gaps in Underprivileged Communities Using Machine Learning

article en

Abstract

This research proposes a machine learning–powered system for identifying and bridging digital skill gaps in underprivileged learner personas using public freelance job market data. The solution evaluates skill-job fit through Jaccard similarity and recommends targeted learning paths to improve freelance readiness. The frontend, developed in Streamlit, visualizes metrics such as fit score, skill coverage, and time-to-learn, offering an interactive and measurable framework for digital inclusion. The model shows clear improvements in simulated learner profiles, demonstrating scalable potential for skill development and economic upliftment.

Zenodo (CERN European Organization for Nuclear Research)
Wyle (United States) (US), Saint Petersburg State Institute of Psychology and Social Work (RU), ZoneOne Pharma (United States) (US)
Reduced inequalities
Openalex Percentile: Top 55%
Persona Design and Applications
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