未来与发展2024,Vol.48Issue(11) :50-61,73.DOI:10.3969/j.issn.1003-0166.2024.11.008

基于大数据技术的企业高潜技术研发工程师人才画像研究

Enterprise high potential technology R&D engineer based on big data technology research on talent portrait

杨敏杰 鲍悦华
未来与发展2024,Vol.48Issue(11) :50-61,73.DOI:10.3969/j.issn.1003-0166.2024.11.008

基于大数据技术的企业高潜技术研发工程师人才画像研究

Enterprise high potential technology R&D engineer based on big data technology research on talent portrait

杨敏杰 1鲍悦华1
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作者信息

  • 1. 上海杉达学院管理学院,上海 201209
  • 折叠

摘要

VUCA时代科技企业要面临诸多未知的挑战,高潜技术研发人才将成为企业战胜未来挑战的有利武器.文章通过挖掘人格特质数据与业绩数据的关联关系,借助WOE 与IV、相关矩阵、多重共线性检验、逻辑回归等大数据处理技术,系统挖掘数据间的规律,构建科技企业高潜技术研发工程师人才画像模型.同时,通过对不同样本的再次测量,进行模型验证,以保证高潜技术研发工程师人才画像模型的科学性和有效性.

Abstract

In the VUCA era,technology enterprises will face many unknown challenges and high potential technology R&D talents will become a favorable weapon for enterprises to overcome future challenges.This study explores the correlation between ability trait data and performance data,and utilizes big data processing techniques such as WOE and IV,correlation matrix,multicollinearity test and logistic regression to systematically explore the patterns between data and construct a talent profile model for high-tech R&D engineers in technology enterprises.At the same time,by re measuring different samples,the model is validated to ensure the scientificity and effectiveness of the talent profile model for high potential technology R&D engineers.

关键词

高潜技术研发工程师/人才画像/大数据技术/大五人格

Key words

high potential technology R&D engineer/talent portrait/big data technology/big five personality

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出版年

2024
未来与发展
中国未来研究会

未来与发展

CHSSCD
影响因子:0.396
ISSN:1003-0166
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