JobBERT
Collection
State-of-the-art, open-source job title NLP • 5 items • Updated
vacancy_job_title stringlengths 2 60 | esco_job_title stringlengths 5 79 | esco_URI stringlengths 74 74 |
|---|---|---|
Internship Digital Marketer | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING STAFF | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Sales representations | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing & Business Development Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING ASSISTANT (SELANGOR) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Sales and Marketing Snr. Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
marketing trainee | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING EXECUTIVE IN PENANG | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING MANAGER SECRETARY | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Business Studies / Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING ASSISTANT | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Internship (Marketing) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
AKLA Apprentice - Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Assistant Manager | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Fashion Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing officer for Resort | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketer | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
M&P Executive / Officer | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
marketing internship practical | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing (Livestream) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Admin Assistant | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing cum Merchandising Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Intern (Marketing) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Apprentice Corporate Marketing - RM1000* | FOC Monthly Activ | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
IT AND MARKETING | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Student Recruitment Officer (Marketing) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Admin Support (Marketing & Trading) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Photography / Video Editing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
ASSISTANT MARKETING MANAGER | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Apprenticeship | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Digital Marketing/Social Media Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Online and Offline Marketing Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Communication Assistant Manager | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Digital Marketing assistant | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Supervisor | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING & ADMIN CLERK | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Influencer Media Sosial | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Apprentice For Marketing - RM1000* | FOC Monthly Activities | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Sale & Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Internship | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Digital Executive Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing (Trainee) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Officer/Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Assistant Marketers - Real Estate | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Assistant Marketing Officer / Life Planner-Elite | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Real Estate Start Up Programme | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING TRAINEES | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Sales Marketing di Hong Li Mobile Accessories, Paka Trg | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Assistant Manager / Senior Executive, Sales Admin | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Assistant (Cason Group) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing & Digital Content Intern | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Field Sales & Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing assistant | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
SALES EXECUTIVE | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Brand Marketing (CTDP Internship) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing / IT | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Maintenance and Marketing Associate | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING ASSITANT | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
INTERNSHIP OTA/MARKETING | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Sale Manager | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
IPOH Real Estate Start Up Programme! | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Business & Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Trader | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING & SALES EXECUTIVE ( BASED IN JB ) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Junior Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing - Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing / IT Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Apprentice Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Markerting | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING EXECUTIVE ( LAVENDER ) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
E - Commerce / Digital Marketing Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Trainee | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Social Media Executive cum Graphic Design | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Real Estate Property Start Up Programme【MCO3.0 房地产创业金】 | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Assistant Marketing Manager | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING CUM ADMIN ASSISTANT | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Management Trainee - Brand Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Intern / Trainee (Digital Marketing & E-Commerce) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Indoor Marketing Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Sales Representative (frozen food) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Market Research Analyst | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
AMS APPRENTICE - Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Trainer in Business Accounting and Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Online marketing executive (Fashion) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
EXECUTIVE MARKETING | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing/ Communication Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Internship - Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
MARKETING INTERN | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Support Executive (DV 41) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
SALES Executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Tele Marketing (Commission Provided) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
EXECUTIVE, MARKETING & COMMUNICATION | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Contract - Marketing Assistant | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
EXECUTIVE – MARKETING & COMMUNICATIONS | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Senior marketing executive | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Social Marketing | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing and Content Assistant (intern/Apprentice) | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Merchandiser & promoter | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
Marketing Assistance | marketing assistant | http://data.europa.eu/esco/occupation/47e81c7f-2d04-4a60-a8ff-9913c36d8344 |
This is the official repository containing the evaluation data that was used for the JobBERT paper. This dataset is a list of vacancy titles, each tagged with an ESCO (v1.0.5) occupation. The full dataset is split into two files in a stratified way by class distribution. This data was automatically collected from a large governmental job board.
Access the JobBERT paper here: https://arxiv.org/abs/2109.09605
If you use this dataset in a scientific publication, we would appreciate using the following citation:
@inproceedings{8720079,
author = {{Decorte, Jens-Joris and Van Hautte, Jeroen and Demeester, Thomas and Develder, Chris}},
booktitle = {{FEAST, ECML-PKDD 2021 Workshop, Proceedings}},
language = {{eng}},
location = {{Online}},
pages = {{9}},
title = {{JobBERT : understanding job titles through skills}},
url = {{https://feast-ecmlpkdd.github.io/papers/FEAST2021_paper_6.pdf}},
year = {{2021}},
}