IvanLukianets/Job-Description-Dataset-Djinni

Djinni Job Vacancies Dataset

Dataset Summary

This dataset contains 8,270 job vacancies collected from the Djinni job platform. It includes structured metadata together with full job descriptions, making it useful for Natural Language Processing (NLP), Information Retrieval (IR), recommendation systems, labor market analysis, and machine learning research.

Each record corresponds to a single job posting.

Supported Tasks

The dataset can be used for:

• Job recommendation systems
• Semantic search and retrieval
• Information extraction
• Skill extraction
• Salary prediction (after enrichment)
• Job classification
• Occupation taxonomy mapping
• Language modeling
• Labor market analytics
• Embedding generation for Retrieval-Augmented Generation (RAG)

Languages

Primary language: English

Some metadata may contain multilingual content depending on the original job posting.

Dataset Structure

Data Instances

Example:

{
  "URL": "https://djinni.co/jobs/829413...",
  "Title": "Senior DevOps Engineer",
  "Company": "Example Company",
  "Description": "We are looking for...",
  "Category": "DevOps",
  "Skills_Tags": "AWS, Kubernetes, Terraform",
  "Languages": "English",
  "Experience_Text": "3+ years",
  "Experience_Months": 36,
  "Employment_Type": "Full-time",
  "Work_Format": "Remote",
  "Location": "Ukraine",
  "Domain": "Cloud",
  "Company_Type": "Product",
  "Views": 215,
  "Applications": 12,
  "Published_Date": "3 June"
}

Data Fields

Column	Description
URL	Original job posting URL
Title	Job title
Company	Company name
Description	Full textual job description
Category	Job category or specialization
Skills_Tags	Technologies and skills listed in the vacancy
Languages	Required languages
Experience_Text	Human-readable experience requirement
Experience_Months	Parsed minimum experience in months
Employment_Type	Employment type (e.g., Full-time, Contract)
Work_Format	Remote, Hybrid, Office, etc.
Location	Job location
Domain	Industry or business domain
Company_Type	Company type (e.g., Product, Outsourcing, Startup)
Views	Number of page views
Applications	Number of applications
Published_Date	Publication date as displayed on Djinni

Dataset Size

• Number of rows: 8,270
• Number of columns: 17

Source Data

Data Collection

The dataset was collected from publicly accessible job postings on the Djinni recruitment platform.

Metadata and textual job descriptions were extracted and normalized into a structured CSV format.

Source

Djinni

https://djinni.co/

Uses

Direct Use

• Semantic job search
• Resume-job matching
• Skill extraction
• Named Entity Recognition
• Embedding generation
• Job recommendation
• Labor market analysis

Out-of-Scope Use

This dataset should not be used to:

• Infer personal characteristics of individuals
• Make automated hiring decisions
• Evaluate applicants

Biases

The dataset reflects vacancies available on Djinni during the collection period and therefore:

• overrepresents companies using the platform,
• primarily reflects the software engineering labor market,
• may underrepresent certain regions or occupations.

Limitations

• No salary information.
• Publication dates are stored as displayed on the website.
• Company information depends on what employers provide.
• Some textual fields may contain HTML remnants or formatting artifacts.

Citation

If you use this dataset in academic work, please cite:

@dataset{djinni_jobs,
  title={Djinni Job Vacancies Dataset},
  author={Your Name},
  year={2026},
  publisher={Hugging Face}
}

License

The licensing status of the original job postings should be reviewed before commercial redistribution. This repository currently specifies unknown until an appropriate license can be confirmed.

Acknowledgements

Thanks to Djinni for providing a platform with publicly accessible job listings that enable research into labor market trends, information retrieval, and natural language processing.