evelinesurbakti/Automated-Keywords-Extraction-of-Data-Analyst-Job-Descriptions-from-Indeed-using-NLP
Scraped job description and leveraged the concepts of Natural Language Processing (NLP) and GloVe Algorithm to extract the keywords through data and performed analysis. Presenting the vital keywords from data analyst job summary from the Indeed website..
Implements a complete web scraping and NLP pipeline using R's rvest library to extract job postings from Indeed, then applies bag-of-words and GloVe vectorization to identify skill requirements and keyword patterns in data analyst roles. The workflow combines frequency analysis and n-gram extraction (unigrams/bigrams) to surface context-aware terms like "data_analyst" and "data_quality" alongside exploratory visualizations including word clouds and experience distribution charts. Focuses specifically on Dublin-based positions to provide localized job market insights for candidates evaluating required experience levels and in-demand competencies.
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Sep 15, 2021
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