气候变化领域集成服务门户(CCPortal): Market-oriented job skill valuation with cooperative composition neural network

CCPortal

DOI	10.1038/s41467-021-22215-y
	Market-oriented job skill valuation with cooperative composition neural network
	Sun Y.; Zhuang F.; Zhu H.; Zhang Q.; He Q.; Xiong H.
发表日期	2021
ISSN	2041-1723
卷号	12 期号:1
英文摘要	The value assessment of job skills is important for companies to select and retain the right talent. However, there are few quantitative ways available for this assessment. Therefore, we propose a data-driven solution to assess skill value from a market-oriented perspective. Specifically, we formulate the task of job skill value assessment as a Salary-Skill Value Composition Problem, where each job position is regarded as the composition of a set of required skills attached with the contextual information of jobs, and the job salary is assumed to be jointly influenced by the context-aware value of these skills. Then, we propose an enhanced neural network with cooperative structure, namely Salary-Skill Composition Network (SSCN), to separate the job skills and measure their value based on the massive job postings. Experiments show that SSCN can not only assign meaningful value to job skills, but also outperforms benchmark models for job salary prediction. © 2021, The Author(s).
语种	英语
scopus关键词	artificial neural network; assessment method; benchmarking; cooperative sector; safety; valuation; article; human; prediction; quantitative analysis; salary; skill
来源期刊	Nature Communications
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/251485
作者单位	Key Lab of Intelligent Information Processing of Chinese Academy of Sciences (CAS), Institute of Computing Technology, CAS, Beijing, China; Baidu Talent Intelligence Center, Baidu Inc., Beijing, China; University of Chinese Academy of Sciences, Beijing, China; Institute of Artificial Intelligence, Beihang University, Beijing, China; School of Computer Science, University of Science and Technology of China, Hefei, China; Rutgers, the State University of New Jersey, Newark, NJ, United States
推荐引用方式 GB/T 7714	Sun Y.,Zhuang F.,Zhu H.,et al. Market-oriented job skill valuation with cooperative composition neural network[J],2021,12(1).
APA	Sun Y.,Zhuang F.,Zhu H.,Zhang Q.,He Q.,&Xiong H..(2021).Market-oriented job skill valuation with cooperative composition neural network.Nature Communications,12(1).
MLA	Sun Y.,et al."Market-oriented job skill valuation with cooperative composition neural network".Nature Communications 12.1(2021).