README.md

metadata

license: cc-by-nc-4.0
task_categories:
  - question-answering
language:
  - id
tags:
  - MMLU
  - exams
size_categories:
  - 1K<n<10K
dataset_info: null
configs:
  - config_name: all
    data_files:
      - split: test
        path: all/test.csv
      - split: dev
        path: all/dev.csv
  - config_name: Tourism
    data_files:
      - split: test
        path: Tourism/test.csv
      - split: dev
        path: Tourism/dev.csv
  - config_name: Teacher Competency Test
    data_files:
      - split: test
        path: Teacher Competency Test/test.csv
      - split: dev
        path: Teacher Competency Test/dev.csv
  - config_name: Advocate
    data_files:
      - split: test
        path: Advocate/test.csv
      - split: dev
        path: Advocate/dev.csv
  - config_name: Medical Doctor
    data_files:
      - split: test
        path: Medical Doctor/test.csv
      - split: dev
        path: Medical Doctor/dev.csv
  - config_name: Sharia Life Insurance
    data_files:
      - split: test
        path: Sharia Life Insurance/test.csv
      - split: dev
        path: Sharia Life Insurance/dev.csv
  - config_name: Nurse
    data_files:
      - split: test
        path: Nurse/test.csv
      - split: dev
        path: Nurse/dev.csv
  - config_name: Clinical Psychology
    data_files:
      - split: test
        path: Clinical Psychology/test.csv
      - split: dev
        path: Clinical Psychology/dev.csv
  - config_name: Life Insurance
    data_files:
      - split: test
        path: Life Insurance/test.csv
      - split: dev
        path: Life Insurance/dev.csv
  - config_name: Certified Financial Planner
    data_files:
      - split: test
        path: Certified Financial Planner/test.csv
      - split: dev
        path: Certified Financial Planner/dev.csv
  - config_name: Midwife
    data_files:
      - split: test
        path: Midwife/test.csv
      - split: dev
        path: Midwife/dev.csv
  - config_name: Certified Public Accountant
    data_files:
      - split: test
        path: Certified Public Accountant/test.csv
      - split: dev
        path: Certified Public Accountant/dev.csv
  - config_name: Certified Professional Management Accountant
    data_files:
      - split: test
        path: Certified Professional Management Accountant/test.csv
      - split: dev
        path: Certified Professional Management Accountant/dev.csv
  - config_name: Pharmacist
    data_files:
      - split: test
        path: Pharmacist/test.csv
      - split: dev
        path: Pharmacist/dev.csv
  - config_name: Office Administration
    data_files:
      - split: test
        path: Office Administration/test.csv
      - split: dev
        path: Office Administration/dev.csv
  - config_name: Hospitality
    data_files:
      - split: test
        path: Hospitality/test.csv
      - split: dev
        path: Hospitality/dev.csv
  - config_name: Broadcasting
    data_files:
      - split: test
        path: Broadcasting/test.csv
      - split: dev
        path: Broadcasting/dev.csv
  - config_name: Graphic Design
    data_files:
      - split: test
        path: Graphic Design/test.csv
      - split: dev
        path: Graphic Design/dev.csv
  - config_name: Police
    data_files:
      - split: test
        path: Police/test.csv
      - split: dev
        path: Police/dev.csv
  - config_name: Certified Indonesian Tax Accountant
    data_files:
      - split: test
        path: Certified Indonesian Tax Accountant/test.csv
      - split: dev
        path: Certified Indonesian Tax Accountant/dev.csv
  - config_name: Risk Management
    data_files:
      - split: test
        path: Risk Management/test.csv
      - split: dev
        path: Risk Management/dev.csv
  - config_name: Culinary Art
    data_files:
      - split: test
        path: Cullinary Art/test.csv
      - split: dev
        path: Cullinary Art/dev.csv
  - config_name: Fashion Design
    data_files:
      - split: test
        path: Fashion Design/test.csv
      - split: dev
        path: Fashion Design/dev.csv

---

Introduction

IndoCareer is a dataset comprising 8,834 multiple-choice questions designed to evaluate performance in vocational and professional certification exams across various fields. With a focus on Indonesia, IndoCareer provides rich local contexts, spanning six key sectors: (1) healthcare, (2) insurance and finance, (3) creative and design, (4) tourism and hospitality, (5) education and training, and (6) law.

Data

Each question in the dataset is a multiple-choice question with up to 5 choices and only one choice as the correct answer.

import datasets
data = datasets.load_dataset('indolem/IndoCareer', 'all')

Examples

These questions are written in Indonesian.

Evaluation

We evaluated one closed-source model (GPT-4o) and 26 open-weight LLMs:

Citation

Please find out paper 📄here.

@inproceedings{koto2025cracking,
  title={Cracking the Code: Multi-domain LLM Evaluation on Real-World Professional Exams in Indonesia},
  author={"Fajri Koto"},
  booktitle={Proceedings of the 2025 Conference of the North American Chapter of the Association for Computational Linguistics – Human Language Technologies (NAACL HLT 2025), Industry Track},
  year={2025}
}