README.md

# WorkUA Resumes Dataset

## Dataset Summary

This dataset consists of 84,316 resume entries collected from
publicly available pages on [Work.ua]("https://www.work.ua/resumes/"). 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.