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.