期刊
COMPUTERS & INDUSTRIAL ENGINEERING
卷 107, 期 -, 页码 280-288出版社
PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.cie.2017.03.026
关键词
Project efficiency; Teams; Individual performance; Data Envelopment Analysis; Regression analysis
资金
- Spanish Ministry of Science [DPI2013-41469-P]
- European Regional Development Fund (ERDF)
Assessing the performance of each of the team members in any project is a difficult task since in most cases the outcomes mask the individual contributions. In this paper a two-step approach is proposed to estimate the relative performance of the members of the organization who have participated in the different projects carried out. Firstly, a DEA model evaluates the efficiency of the projects, whose results are used later on in a regression model to assess the performance of each individual. The proposed approach is validated using 480 instances identifying the factors that may affect the accuracy of the results. The application to a case study involving a real-world dataset of 46 software development projects carried out by a ten-member team is also presented. The results show that the proposed approach estimates, on average, the unknown true efficiency of the individuals rather well and is robust against data noise. (C) 2017 Elsevier Ltd. All rights reserved.
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