Skill Extraction Dataset
Collection
Datasets for skill extraction from job ads, annotated with ESCO skills on sentence or span level.
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4 items
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Updated
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stringclasses 43
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javascript reactjs java | javascript | null | JavaScript |
javascript reactjs java | reactjs | null | LABEL NOT PRESENT |
javascript reactjs java | java | null | Java (computer programming) |
javascript reactjs java | javascript | null | JavaScript |
javascript reactjs java | reactjs | null | LABEL NOT PRESENT |
javascript reactjs java | java | null | Java (computer programming) |
As a member of our <ORGANIZATION> <ORGANIZATION> <ORGANIZATION> we look first and foremost for people who are passionate around solving business problems through innovation and engineering practices . | solving business problems | null | solve problems |
As a member of our <ORGANIZATION> <ORGANIZATION> <ORGANIZATION> we look first and foremost for people who are passionate around solving business problems through innovation and engineering practices . | innovation and engineering practices . | innovation practices | innovation processes |
As a member of our <ORGANIZATION> <ORGANIZATION> <ORGANIZATION> we look first and foremost for people who are passionate around solving business problems through innovation and engineering practices . | innovation and engineering practices . | engineering practices | engineering principles |
You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals . | apply your depth of knowledge and expertise | apply your depth of knowledge | UNDERSPECIFIED |
You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals . | apply your depth of knowledge and expertise | apply your expertise | UNDERSPECIFIED |
You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals . | partner continuously with your many stakeholders | null | manage relationships with stakeholders |
You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals . | stay focused on common goals . | null | identify with the company's goals |
You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals . | software development lifecycle | null | systems development life-cycle |
This opportunity requires a highly motivated candidate to work in a small and talented software development team in order to deliver of a next-generation analytics products for our institutional client base . | motivated | null | show determination |
This opportunity requires a highly motivated candidate to work in a small and talented software development team in order to deliver of a next-generation analytics products for our institutional client base . | deliver of a next-generation analytics products | null | LABEL NOT PRESENT |
* • BS/BA degree or equivalent experience | BS/BA degree | null | LABEL NOT PRESENT |
* • Advanced knowledge of application data and infrastructure architecture disciplines | application data and infrastructure architecture disciplines | application architecture disciplines | define software architecture |
* • Advanced knowledge of application data and infrastructure architecture disciplines | application data and infrastructure architecture disciplines | data architecture disciplines | manage ICT data architecture |
* • Advanced knowledge of application data and infrastructure architecture disciplines | application data and infrastructure architecture disciplines | infrastructure architecture disciplines | ICT infrastructure |
* • Understanding of architecture and design across all systems | architecture | null | define software architecture |
* • Understanding of architecture and design across all systems | design | null | UNDERSPECIFIED |
* • Working proficiency in developmental toolsets | developmental toolsets | null | LABEL NOT PRESENT |
* • Knowledge of industry-wide technology strategies and best practices | industry-wide technology strategies and best practices | industry-wide technology strategies | define technology strategy |
* • Knowledge of industry-wide technology strategies and best practices | industry-wide technology strategies and best practices | industry-wide best practices | LABEL NOT PRESENT |
* • Ability to work in large collaborative teams to achieve organizational goals and passionate about building an innovative culture | work in large collaborative teams | null | work in teams |
* • Ability to work in large collaborative teams to achieve organizational goals and passionate about building an innovative culture | achieve organizational goals | null | meet commitments |
* • Ability to work in large collaborative teams to achieve organizational goals and passionate about building an innovative culture | building an innovative culture | null | think innovately |
* • Proficiency in one or more modern programming languages - Java and Javascript preferable | Java | null | Java (computer programming) |
* • Proficiency in one or more modern programming languages - Java and Javascript preferable | Javascript | null | JavaScript |
* • Understanding of software skills such as business analysis development maintenance and software improvement | business analysis | null | business analysis |
* • Understanding of software skills such as business analysis development maintenance and software improvement | development | null | LABEL NOT PRESENT |
* • Understanding of software skills such as business analysis development maintenance and software improvement | maintenance | null | LABEL NOT PRESENT |
* • Understanding of software skills such as business analysis development maintenance and software improvement | software improvement | null | LABEL NOT PRESENT |
* • In-depth HTML5 / JavaScript | HTML5 | null | LABEL NOT PRESENT |
* • In-depth HTML5 / JavaScript | JavaScript | null | JavaScript |
* • Competent with developing multithreaded scalable concurrent applications . | developing multithreaded scalable concurrent applications . | null | use concurrent programming |
* • Node JS ( server side and tooling ) * • React or similar view framework | Node JS ( server side and tooling ) * | Node JS server side | LABEL NOT PRESENT |
* • Node JS ( server side and tooling ) * • React or similar view framework | Node JS ( server side and tooling ) * | Node JS tooling | LABEL NOT PRESENT |
* • Node JS ( server side and tooling ) * • React or similar view framework | React | null | LABEL NOT PRESENT |
java spring java-ee | java | null | Java (computer programming) |
java spring java-ee | spring | null | LABEL NOT PRESENT |
java spring java-ee | java-ee | null | LABEL NOT PRESENT |
java spring java-ee | java | null | Java (computer programming) |
java spring java-ee | spring | null | LABEL NOT PRESENT |
java spring java-ee | java-ee | null | LABEL NOT PRESENT |
As a member of our <ORGANIZATION> <ORGANIZATION> <ORGANIZATION> we look first and foremost for people who are passionate around solving business problems through innovation and engineering practices . | solving business problems | null | solve problems |
As a member of our <ORGANIZATION> <ORGANIZATION> <ORGANIZATION> we look first and foremost for people who are passionate around solving business problems through innovation and engineering practices . | innovation and engineering practices . | innovation practices | innovation processes |
As a member of our <ORGANIZATION> <ORGANIZATION> <ORGANIZATION> we look first and foremost for people who are passionate around solving business problems through innovation and engineering practices . | innovation and engineering practices . | engineering practices | engineering principles |
You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals . | apply your depth of knowledge and expertise | apply your depth of knowledge | UNDERSPECIFIED |
You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals . | apply your depth of knowledge and expertise | apply your expertise | UNDERSPECIFIED |
You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals . | partner continuously with your many stakeholders | null | manage relationships with stakeholders |
You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals . | stay focused on common goals . | null | identify with the company's goals |
You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals . | software development lifecycle | null | systems development life-cycle |
* BS/BA degree or equivalent experience | BS/BA degree | null | LABEL NOT PRESENT |
* Java Spring Boot NoSQL Message Cloud CI/CD Experience | Java | null | Java (computer programming) |
* Java Spring Boot NoSQL Message Cloud CI/CD Experience | Spring Boot | null | LABEL NOT PRESENT |
* Java Spring Boot NoSQL Message Cloud CI/CD Experience | NoSQL | null | NoSQL |
* Java Spring Boot NoSQL Message Cloud CI/CD Experience | Message | null | LABEL NOT PRESENT |
* Java Spring Boot NoSQL Message Cloud CI/CD Experience | Cloud | null | cloud technologies |
* Java Spring Boot NoSQL Message Cloud CI/CD Experience | CI/CD | null | LABEL NOT PRESENT |
* Advanced knowledge of application data and infrastructure architecture disciplines | application data and infrastructure architecture disciplines | application architecture disciplines | define software architecture |
* Advanced knowledge of application data and infrastructure architecture disciplines | application data and infrastructure architecture disciplines | data architecture disciplines | manage ICT data architecture |
* Advanced knowledge of application data and infrastructure architecture disciplines | application data and infrastructure architecture disciplines | infrastructure architecture disciplines | ICT infrastructure |
* Understanding of architecture and design across all systems | architecture | null | define software architecture |
* Understanding of architecture and design across all systems | design | null | LABEL NOT PRESENT |
* Working proficiency in developmental toolsets | developmental toolsets | null | LABEL NOT PRESENT |
* Knowledge of industry-wide technology trends and best practices | industry-wide technology trends and best practices | industry-wide technology trends | monitor technology trends |
* Knowledge of industry-wide technology trends and best practices | industry-wide technology trends and best practices | industry-wide best practices | LABEL NOT PRESENT |
* Ability to work in large collaborative teams to achieve organizational goals | work in large collaborative teams | null | work in teams |
* Ability to work in large collaborative teams to achieve organizational goals | achieve organizational goals | null | meet commitments |
* Passionate about building an innovative culture | building an innovative culture | null | think innovately |
Proficiency in one or more modern programming languages | modern programming languages | null | computer programming |
* Understanding of software skills such as business analysis development maintenance and software improvement | development | null | UNDERSPECIFIED |
* Understanding of software skills such as business analysis development maintenance and software improvement | maintenance | null | UNDERSPECIFIED |
* Understanding of software skills such as business analysis development maintenance and software improvement | software improvement | null | LABEL NOT PRESENT |
* Understanding of software skills such as business analysis development maintenance and software improvement | business analysis | null | business analysis |
Industry: Financial Technology SaaS wealthtech | Financial Technology | null | financial engineering |
Industry: Financial Technology SaaS wealthtech | SaaS | null | SaaS (service-oriented modelling) |
Industry: Financial Technology SaaS wealthtech | wealthtech | null | LABEL NOT PRESENT |
azure . net asp.net-web-api powershell json.net | azure | null | LABEL NOT PRESENT |
azure . net asp.net-web-api powershell json.net | . net | null | Visual Studio .NET |
azure . net asp.net-web-api powershell json.net | asp.net-web-api | null | ASP.NET |
azure . net asp.net-web-api powershell json.net | powershell | null | LABEL NOT PRESENT |
azure . net asp.net-web-api powershell json.net | json.net | null | LABEL NOT PRESENT |
Financial Technology SaaS wealthtech | Financial Technology | null | financial engineering |
Financial Technology SaaS wealthtech | SaaS | null | SaaS (service-oriented modelling) |
Financial Technology SaaS wealthtech | wealthtech | null | LABEL NOT PRESENT |
azure . net asp.net-web-api powershell json.net | azure | null | LABEL NOT PRESENT |
azure . net asp.net-web-api powershell json.net | . net | null | Visual Studio .NET |
azure . net asp.net-web-api powershell json.net | asp.net-web-api | null | ASP.NET |
azure . net asp.net-web-api powershell json.net | powershell | null | LABEL NOT PRESENT |
azure . net asp.net-web-api powershell json.net | json.net | null | LABEL NOT PRESENT |
Open for continuous change with passion for automation and proven experience with Azure PaaS microservices . NET PowerShell and MS SQL you will enable us to further develop our enterprise wealth management platform by allowing us to move faster without breaking things . | automation | null | automation technology |
Open for continuous change with passion for automation and proven experience with Azure PaaS microservices . NET PowerShell and MS SQL you will enable us to further develop our enterprise wealth management platform by allowing us to move faster without breaking things . | Azure PaaS | null | LABEL NOT PRESENT |
Open for continuous change with passion for automation and proven experience with Azure PaaS microservices . NET PowerShell and MS SQL you will enable us to further develop our enterprise wealth management platform by allowing us to move faster without breaking things . | microservices | null | LABEL NOT PRESENT |
Open for continuous change with passion for automation and proven experience with Azure PaaS microservices . NET PowerShell and MS SQL you will enable us to further develop our enterprise wealth management platform by allowing us to move faster without breaking things . | . NET | null | Visual Studio .NET |
Open for continuous change with passion for automation and proven experience with Azure PaaS microservices . NET PowerShell and MS SQL you will enable us to further develop our enterprise wealth management platform by allowing us to move faster without breaking things . | PowerShell | null | LABEL NOT PRESENT |
Open for continuous change with passion for automation and proven experience with Azure PaaS microservices . NET PowerShell and MS SQL you will enable us to further develop our enterprise wealth management platform by allowing us to move faster without breaking things . | Open for continuous change | null | adapt to changing situations |
Open for continuous change with passion for automation and proven experience with Azure PaaS microservices . NET PowerShell and MS SQL you will enable us to further develop our enterprise wealth management platform by allowing us to move faster without breaking things . | MS SQL | null | SQL Server |
This dataset contains an extension of the TECH
subset form the SkillSpan dataset, in which spans of skill mentions in sentences have been labeled with corresponding ESCO skills (ESCO v1.1.0).
This dataset is part of a three-part evaluation dataset for skill extraction:
If you use this dataset, please include the following reference:
@inproceedings{decorte2022design,
articleno = {{4}},
author = {{Decorte, Jens-Joris and Van Hautte, Jeroen and Deleu, Johannes and Develder, Chris and Demeester, Thomas}},
booktitle = {{Proceedings of the 2nd Workshop on Recommender Systems for Human Resources (RecSys-in-HR 2022)}},
editor = {{Kaya, Mesut and Bogers, Toine and Graus, David and Mesbah, Sepideh and Johnson, Chris and Gutiérrez, Francisco}},
isbn = {{9781450398565}},
issn = {{1613-0073}},
language = {{eng}},
location = {{Seatle, USA}},
pages = {{7}},
publisher = {{CEUR}},
title = {{Design of negative sampling strategies for distantly supervised skill extraction}},
url = {{https://ceur-ws.org/Vol-3218/RecSysHR2022-paper_4.pdf}},
volume = {{3218}},
year = {{2022}},
}