An Enterprise Social Analytics Dashboard to Support Competence Valorization and Diversity Management

被引:2
作者
Di Tommaso, Giorgia [1 ,2 ]
Faralli, Stefano [3 ]
Gatti, Mauro [1 ,2 ]
Iannotta, Michela [1 ,2 ]
Stilo, Giovanni [4 ]
Velardi, Paola [1 ,2 ]
机构
[1] Sapienza Univ Rome, Comp Sci Dept, I-00185 Rome, Italy
[2] Sapienza Univ Rome, Management Dept, I-00185 Rome, Italy
[3] Univ Rome Unitelma Sapienza, Law & Econ Sci Dept, I-00161 Rome, Italy
[4] Univ Aquila, Informat Engn Comp Sci & Math Dept, I-67100 Laquila, Italy
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 18期
基金
欧盟地平线“2020”;
关键词
enterprise social networks; multiplex networks; network leadership; decision support; anomaly detection; CENTRALITY MEASURES; MEDIA; LEADERSHIP; NETWORKS; EMPLOYEE;
D O I
10.3390/app11188385
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This paper describes an Enterprise Social Analytics Dashboard (ESAD) to support human capital management, competence valorization, diversity management, and early detection of potential problems within large, networked organizations. The system can be used by managers for career promotion, team building, and diversity management, as well as by company's social analysts, to monitor social behaviors and information flow in the workplace. Toward this end, we defined a measure of informal leadership which draws on organization theory and on a computational model based on multiplex networks. This model, along with a social network analysis toolkit developed in the context of the present study, enabled the systematic empirical analysis of social behaviors in a three-year dataset of message threads exchanged within a large multinational enterprise, as a function of gender, time, roles, and discussed topics. The results of our empirical analysis demonstrate the power of social analytics in organizations as a tool for human capital management, competence valorization, and early detection of potential problems. Our study clearly shows that Enterprise Social Networks are a favorable environment to highlight women's leadership qualities and intermediary abilities. The ESAD offers innovative features, such as a sociologically motivated leadership model based on multiplex networks, text mining, and text classification techniques, to extract relevant discussion topics.
引用
收藏
页数:24
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