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LinkedIn is the largest professional network with more than 350 million members. As the member base increases, searching for experts becomes more and more challenging. In this paper, we propose an approach to address the problem of…

Information Retrieval · Computer Science 2016-02-16 Viet Ha-Thuc , Ganesh Venkataraman , Mario Rodriguez , Shakti Sinha , Senthil Sundaram , Lin Guo

With the increasing amount of information on the Internet, recommender systems are becoming increasingly crucial in supporting people to find and explore relevant content. This is also true in the online recruitment space, with websites…

Information Retrieval · Computer Science 2022-11-15 Yuzhou Peng

Problem, Research Strategy, and Findings: Planning professions in the United States navigate complex and dynamic career landscapes under rapid urban changes, yet comprehensive evidence regarding their career trajectories, advancement…

Computers and Society · Computer Science 2026-05-14 Yan Wang , Su Jeong Jo

LinkedIn search is deeply personalized - for the same queries, different searchers expect completely different results. This paper presents our approach to achieving this by mining various data sources available in LinkedIn to infer…

Information Retrieval · Computer Science 2016-05-17 Viet Ha-Thuc , Shakti Sinha

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

When evaluating the cause of one's popularity on Twitter, one thing is considered to be the main driver: Many tweets. There is debate about the kind of tweet one should publish, but little beyond tweets. Of particular interest is the…

Information Retrieval · Computer Science 2017-05-10 Juergen Mueller , Gerd Stumme

Social network platforms have increased and become very popular in the last decade; they allow people to create an online account to then interact with others creating a complicated net of connections. LinkedIn is one of the most used…

Human-Computer Interaction · Computer Science 2020-06-09 Alessandro Ecclesie Agazzi

LinkedIn Talent Solutions business contributes to around 65% of LinkedIn's annual revenue, and provides tools for job providers to reach out to potential candidates and for job seekers to find suitable career opportunities. LinkedIn's job…

Artificial Intelligence · Computer Science 2018-09-19 Sahin Cem Geyik , Qi Guo , Bo Hu , Cagri Ozcaglar , Ketan Thakkar , Xianren Wu , Krishnaram Kenthapadi

Online professional social networking platforms provide opportunities to expand networks strategically for job opportunities and career advancement. A large body of research shows that women's offline networks are less advantageous than…

Social and Information Networks · Computer Science 2023-08-28 Ghazal Kalhor , Hannah Gardner , Ingmar Weber , Ridhi Kashyap

Online professional social networks such as LinkedIn have enhanced the ability of job seekers to discover and assess career opportunities, and the ability of job providers to discover and assess potential candidates. For most job seekers,…

Social and Information Networks · Computer Science 2017-07-19 Krishnaram Kenthapadi , Ahsan Chudhary , Stuart Ambler

LinkedIn has grown to become a platform hosting diverse sources of information ranging from member profiles, jobs, professional groups, slideshows etc. Given the existence of multiple sources, when a member issues a query like "software…

Information Retrieval · Computer Science 2016-02-17 Dhruv Arya , Viet Ha-Thuc , Shakti Sinha

Popularity in social media is an important objective for professional users (e.g. companies, celebrities, and public figures, etc). A simple yet prominent metric utilized to measure the popularity of a user is the number of fans or…

Social and Information Networks · Computer Science 2017-05-08 Samin Mohammadi , Reza Farahbakhsh , Noel Crespi

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

As the world's largest professional network, LinkedIn wants to create economic opportunity for everyone in the global workforce. One of its most critical missions is matching jobs with processionals. Improving job targeting accuracy and…

Information Retrieval · Computer Science 2020-06-23 Shan Li , Baoxu Shi , Jaewon Yang , Ji Yan , Shuai Wang , Fei Chen , Qi He

This paper explores various socioeconomic factors that contribute to individual financial success using machine learning algorithms and approaches. Financial success, a critical aspect of all individual's well-being, is a complex concept…

Machine Learning · Computer Science 2024-07-09 Michael Zhou , Ramin Ramezani

As organizations increasingly rely on professionally oriented networks such as LinkedIn (the largest such social network) for building business connections, there is increasing value in having one's profile noticed within the network. As…

Social and Information Networks · Computer Science 2020-06-03 Shalinda Adikari , Kaushik Dutta

Understanding determinants of success in academic careers is critically important to both scholars and their employing organizations. While considerable research efforts have been made in this direction, there is still a lack of a…

Computers and Society · Computer Science 2022-11-22 Chenguang Du , Deqing Wang , Fuzhen Zhuang , Hengshu Zhu

This study explores the determinants of popularity within friendship and advice networks. We involved almost 200 college students in an experiment to predict how personality traits, self-monitoring, creativity, intelligence, energy, and…

Social and Information Networks · Computer Science 2021-05-27 A. Fronzetti Colladon , F. Grippa , E. Battistoni , P. A. Gloor , A. La Bella

Talent search and recommendation systems at LinkedIn strive to match the potential candidates to the hiring needs of a recruiter or a hiring manager expressed in terms of a search query or a job posting. Recent work in this domain has…

Machine Learning · Computer Science 2018-09-19 Rohan Ramanath , Hakan Inan , Gungor Polatkan , Bo Hu , Qi Guo , Cagri Ozcaglar , Xianren Wu , Krishnaram Kenthapadi , Sahin Cem Geyik

Professional networks are a key determinant of individuals' labor market outcomes. They may also play a role in either exacerbating or ameliorating inequality of opportunity across demographic groups. In a theoretical model of professional…

Computer Science and Game Theory · Computer Science 2025-03-07 Cynthia Dwork , Chris Hays , Lunjia Hu , Nicole Immorlica , Juan Perdomo
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