Market-oriented job skill valuation with cooperative composition neural network

The value assessment of job skills is critical for companies to select and retain the right talent and for individuals to develop them. Here the authors show that a data-driven method based on an enhanced neural network can assign meaningful value to job skills in a quantitative way and outperforms...

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Main Authors:	Ying Sun, Fuzhen Zhuang, Hengshu Zhu, Qi Zhang, Qing He, Hui Xiong
Format:	article
Language:	EN
Published:	Nature Portfolio 2021
Subjects:	Science Q
Online Access:	https://doaj.org/article/315d2155f82f4179806baab8c3c9c9a4
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id	oai:doaj.org-article:315d2155f82f4179806baab8c3c9c9a4
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spelling	oai:doaj.org-article:315d2155f82f4179806baab8c3c9c9a42021-12-02T13:27:03ZMarket-oriented job skill valuation with cooperative composition neural network10.1038/s41467-021-22215-y2041-1723https://doaj.org/article/315d2155f82f4179806baab8c3c9c9a42021-03-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-22215-yhttps://doaj.org/toc/2041-1723The value assessment of job skills is critical for companies to select and retain the right talent and for individuals to develop them. Here the authors show that a data-driven method based on an enhanced neural network can assign meaningful value to job skills in a quantitative way and outperforms benchmark models for job salary prediction.Ying SunFuzhen ZhuangHengshu ZhuQi ZhangQing HeHui XiongNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-12 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Ying Sun Fuzhen Zhuang Hengshu Zhu Qi Zhang Qing He Hui Xiong Market-oriented job skill valuation with cooperative composition neural network
description	The value assessment of job skills is critical for companies to select and retain the right talent and for individuals to develop them. Here the authors show that a data-driven method based on an enhanced neural network can assign meaningful value to job skills in a quantitative way and outperforms benchmark models for job salary prediction.
format	article
author	Ying Sun Fuzhen Zhuang Hengshu Zhu Qi Zhang Qing He Hui Xiong
author_facet	Ying Sun Fuzhen Zhuang Hengshu Zhu Qi Zhang Qing He Hui Xiong
author_sort	Ying Sun
title	Market-oriented job skill valuation with cooperative composition neural network
title_short	Market-oriented job skill valuation with cooperative composition neural network
title_full	Market-oriented job skill valuation with cooperative composition neural network
title_fullStr	Market-oriented job skill valuation with cooperative composition neural network
title_full_unstemmed	Market-oriented job skill valuation with cooperative composition neural network
title_sort	market-oriented job skill valuation with cooperative composition neural network
publisher	Nature Portfolio
publishDate	2021
url	https://doaj.org/article/315d2155f82f4179806baab8c3c9c9a4
work_keys_str_mv	AT yingsun marketorientedjobskillvaluationwithcooperativecompositionneuralnetwork AT fuzhenzhuang marketorientedjobskillvaluationwithcooperativecompositionneuralnetwork AT hengshuzhu marketorientedjobskillvaluationwithcooperativecompositionneuralnetwork AT qizhang marketorientedjobskillvaluationwithcooperativecompositionneuralnetwork AT qinghe marketorientedjobskillvaluationwithcooperativecompositionneuralnetwork AT huixiong marketorientedjobskillvaluationwithcooperativecompositionneuralnetwork
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Market-oriented job skill valuation with cooperative composition neural network

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