JobBERT
Collection
State-of-the-art, open-source job title NLP
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5 items
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Updated
vacancy_job_title
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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}},
}