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The limited ability to reason across occupational data from different sources is a long-standing bottleneck for data-driven labour market analytics. Previous research has relied on hand-crafted ontologies that allow such reasoning but are…

Machine Learning · Computer Science 2025-09-08 Heinke Hihn , Dennis A. V. Dittrich , Carl Jeske , Cayo Costa Sobral , Helio Pais , Timm Lochmann

There are substantial instructional videos on the Internet, which enables us to acquire knowledge for completing various tasks. However, most existing datasets for instructional video analysis have the limitations in diversity and…

Computer Vision and Pattern Recognition · Computer Science 2019-03-08 Yansong Tang , Dajun Ding , Yongming Rao , Yu Zheng , Danyang Zhang , Lili Zhao , Jiwen Lu , Jie Zhou

The labor market is constantly evolving. Occupations are changing, being added, or disappearing to fit the needs of today's market. In recent years the pace of this change has accelerated, due to factors such as globalization, digitization,…

Information Retrieval · Computer Science 2021-09-07 Maurits de Groot , Jelle Schutte , David Graus

Recent waves of technological transformation are reshaping work in uncertain and hard-to-predict ways. However, jobs at the forefront of the digitizing economy offer an early glimpse of these changes and leave rich activity traces. We…

General Economics · Economics 2026-04-10 Xiangnan Feng , Johannes Wachs , Simone Daniotti , Frank Neffke

Gender imbalances in work environments have been a long-standing concern. Identifying the existence of such imbalances is key to designing policies to help overcome them. In this work, we study gender trends in employment across various…

Social and Information Networks · Computer Science 2018-03-23 Karri Haranko , Emilio Zagheni , Kiran Garimella , Ingmar Weber

ORCID is a scientific infrastructure created to solve the problem of author name ambiguity. Over the years ORCID has also become a useful source for studying academic activities reported by researchers. Our objective in this research was to…

Digital Libraries · Computer Science 2021-05-26 Andrea Sixto-Costoya , Nicolas Robinson-Garcia , Thed N. van Leeuwen , Rodrigo Costas

The construction industry increasingly relies on visual data to support Artificial Intelligence (AI) and Machine Learning (ML) applications for site monitoring. High-quality, domain-specific datasets, comprising images, videos, and point…

Computer Vision and Pattern Recognition · Computer Science 2025-12-11 Ruoxin Xiong , Yanyu Wang , Jiannan Cai , Kaijian Liu , Yuansheng Zhu , Pingbo Tang , Nora El-Gohary

Occupations form and evolve faster than classification systems can track. We propose that a genuine occupation is a self-reinforcing structure (a bipartite co-attractor) in which a shared professional vocabulary makes practitioners cohesive…

Computation and Language · Computer Science 2026-03-25 David Nordfors

Analyzing process data at varying levels of granularity is important to derive actionable insights and support informed decision-making. Object-Centric Event Data (OCED) enhances process mining by capturing interactions among events and…

Databases · Computer Science 2026-04-08 Shahrzad Khayatbashi , Najmeh Miri , Amin Jalali

Linked Open Data (LOD) is the publicly available RDF data in the Web. Each LOD entity is identfied by a URI and accessible via HTTP. LOD encodes globalscale knowledge potentially available to any human as well as artificial intelligence…

Employment on a societal scale contributes heavily to national and global affairs; consequently, job openings and unemployment estimates provide important information to financial markets and governments alike. However, such reports often…

Computers and Society · Computer Science 2025-08-18 Karen S. Markel , Mihir Tale , Andrea Belz

The rapid expansion of high-speed internet has led to the emergence of new digital jobs, such as digital influencers, fitness models, and adult models who share content on subscription-based social media platforms. Across two experiments…

Computers and Society · Computer Science 2026-03-31 Paul H. P. Hanel , Gabriel Lins de Holanda Coelho , Jennifer Haase

Data mining has been applied in various areas because of its ability to rapidly analyze vast amounts of data. This study is to build the Graduates Employment Model using classification task in data mining, and to compare several of…

Computers and Society · Computer Science 2013-12-30 Bangsuk Jantawan , Cheng-Fa Tsai

We measure human capital using the self-reported skill sets of nearly 9 million U.S. college graduates from professional profiles on LinkedIn. We aggregate skill strings into 48 clusters of general, occupation-specific, and managerial…

General Economics · Economics 2025-05-08 David Dorn , Florian Schoner , Moritz Seebacher , Lisa Simon , Ludger Woessmann

Machine learning and AI have been recently embraced by many companies. Machine Learning Operations, (MLOps), refers to the use of continuous software engineering processes, such as DevOps, in the deployment of machine learning models to…

Software Engineering · Computer Science 2024-10-01 Abhijit Chakraborty , Suddhasvatta Das , Kevin Gary

ArabJobs is a publicly available corpus of Arabic job advertisements collected from Egypt, Jordan, Saudi Arabia, and the United Arab Emirates. Comprising over 8,500 postings and more than 550,000 words, the dataset captures linguistic,…

Computation and Language · Computer Science 2025-09-29 Mo El-Haj

We introduce a fairness-aware dataset for job recommendations in advertising, designed to foster research in algorithmic fairness within real-world scenarios. It was collected and prepared to comply with privacy standards and business…

Machine Learning · Computer Science 2024-11-05 Mariia Vladimirova , Federico Pavone , Eustache Diemert

We introduce XYZ-IBD, a bin-picking dataset for 6D pose estimation that captures real-world industrial complexity, including challenging object geometries, reflective materials, severe occlusions, and dense clutter. The dataset reflects…

Computer Vision and Pattern Recognition · Computer Science 2025-06-17 Junwen Huang , Jizhong Liang , Jiaqi Hu , Martin Sundermeyer , Peter KT Yu , Nassir Navab , Benjamin Busam

As the Internet of Things (IoT) continues to grow, cyberattacks are becoming increasingly common. The security of IoT networks relies heavily on intrusion detection systems (IDSs). The development of an IDS that is accurate and efficient is…

Cryptography and Security · Computer Science 2023-01-11 Alaa Alhowaide , Izzat Alsmadi , Jian Tang

The World Wide Web is the most wide known information source that is easily available and searchable. It consists of billions of interconnected documents Web pages are authored by millions of people. Accesses made by various users to pages…

Databases · Computer Science 2014-08-26 Priyanka Verma , Nishtha Kesswani
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