NLP-Based Labor Market Intelligence Using Skill Extraction, Demand Clustering, and Salary Regression

NLP-driven labor market intelligence project that analyzes online job postings to automatically extract and normalize required skills, group postings into meaningful demand segments using clustering, and estimate salary ranges using regression-based modeling. It transforms unstructured vacancy text into structured insights—such as in-demand skills by role and location, emerging trends over time, and comparable compensation signals—enabling specialists to monitor the job market, support workforce planning, and make evidence-based decisions.This work was conducted at Arab International University (AIU), Syria. The official website of the university is: https://www.aiu.edu.sy

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-14
DOI
https://doi.org/10.5281/zenodo.19576816
Primary Topic
AI and HR Technologies
Type
article
Field-Weighted Citation Impact
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article

NLP-Based Labor Market Intelligence Using Skill Extraction, Demand Clustering, and Salary Regression

Tarek Barhoum, Sayed Abdelhadi
Zenodo (CERN European Organization for Nuclear Research)
AI and HR Technologies
article

NLP-Based Labor Market Intelligence Using Skill Extraction, Demand Clustering, and Salary Regression

Tarek Barhoum, Sayed Abdelhadi
article en

Abstract

NLP-driven labor market intelligence project that analyzes online job postings to automatically extract and normalize required skills, group postings into meaningful demand segments using clustering, and estimate salary ranges using regression-based modeling. It transforms unstructured vacancy text into structured insights—such as in-demand skills by role and location, emerging trends over time, and comparable compensation signals—enabling specialists to monitor the job market, support workforce planning, and make evidence-based decisions.This work was conducted at Arab International University (AIU), Syria. The official website of the university is: https://www.aiu.edu.sy

Zenodo (CERN European Organization for Nuclear Research)
Arab International University (SY)
Decent work and economic growth
Openalex Percentile: Top 12%
AI and HR Technologies
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