Job Market Skill Trends Using NLP: Analyzing Data & Analytics Role Requirements

This research analyzes job market skill trends across Data Analyst, Data Scientist, Machine Learning Engineer, and Business Analyst roles using Natural Language Processing (NLP). The study applies text preprocessing, TF-IDF, n-gram modeling, and Latent Dirichlet Allocation (LDA) to uncover in-demand skills, recurring themes, and role-specific competencies. It includes a curated dataset, Python analysis notebook, visualizations, and a full research paper. The findings provide practical insights for students and early-career professionals navigating the data science job market.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-01-29
DOI
https://doi.org/10.5281/zenodo.18420197
Primary Topic
Big Data and Business Intelligence
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Job Market Skill Trends Using NLP: Analyzing Data & Analytics Role Requirements

Muskan Dhaka
Zenodo (CERN European Organization for Nuclear Research)
Big Data and Business Intelligence
article

Job Market Skill Trends Using NLP: Analyzing Data & Analytics Role Requirements

Muskan Dhaka
article en

Abstract

This research analyzes job market skill trends across Data Analyst, Data Scientist, Machine Learning Engineer, and Business Analyst roles using Natural Language Processing (NLP). The study applies text preprocessing, TF-IDF, n-gram modeling, and Latent Dirichlet Allocation (LDA) to uncover in-demand skills, recurring themes, and role-specific competencies. It includes a curated dataset, Python analysis notebook, visualizations, and a full research paper. The findings provide practical insights for students and early-career professionals navigating the data science job market.

Zenodo (CERN European Organization for Nuclear Research)
Rowan University (US)
Quality Education
Openalex Percentile: Top 79%
Big Data and Business Intelligence
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.