KSE-RESEARCH-Group/Work_UA

WorkUA Resumes Dataset

Dataset Summary

This dataset consists of 84,316 resume entries collected from publicly available pages on Work.ua. Each entry represents structured information extracted from a candidate's resume, including education, work experience, skills, languages, disability status, veteran status, driver license presence, and additional profile metadata.

The dataset is designed for research and development of:

• Resume parsing models
• Information extraction systems
• Vacancy--candidate matching algorithms
• NLP pipelines for Ukrainian-language documents
• Data engineering and ML training workflows

All personally identifying information has been removed or anonymized.

Dataset Structure

The dataset is provided as a Polars DataFrame with 21 fields.

Schema Overview

id: String  
url: String  
title: String  
candidate_name: String  
age: Int64  
city: String  
desired_salary: Int64  
employment_type: String  
work_location_preference: String  
driver_license: Boolean  
creation_date: Datetime  
other_resumes: List(Struct{title, url, resume_id, description})  
veteran: Boolean  
disability: String  
work_experiences: List(Struct{position, start_date, end_date, company, city, industry, responsibilities})  
recommendations: List(Struct{name, position})  
languages: List(Struct{language, level})  
skills: List(String)  
educations: List(Struct{institution, faculty, city, level, start_year, end_year})  
additional_educations: List(Struct{institution, start_year, end_year})  
additional_info: String  

Data Example

{
  "id": "123456",
  "url": "https://www.work.ua/resumes/123456/",
  "title": "Будівельник",
  "candidate_name": "Іван",
  "age": 32,
  "city": "Київ",
  "desired_salary": 25000,
  "employment_type": "повна",
  "work_location_preference": "офіс",
  "driver_license": true,
  "creation_date": "2025-03-10T12:30:00",
  "veteran": false,
  "disability": null,
  "skills": ["Штукатурка", "Монтаж гіпсокартону"],
  "languages": [{"language": "Українська", "level": "вільно"}],
  "educations": [
    {
      "institution": "КНУБА",
      "faculty": "Промислове та цивільне будівництво",
      "city": "Київ",
      "level": "Вища",
      "start_year": 2012,
      "end_year": 2016
    }
  ],
  "additional_info": "Готовий до відряджень."
}

Intended Use

• Training resume parsers
• Semantic search research
• Text classification
• Career recommendation systems
• Applicant ranking models

Limitations

• Some fields may be incomplete due to original document variability

Ethical Considerations

These resumes don't include any sensitive or personal information.