A competence-time-quality scheduling model of multi-skilled staff for IT project portfolio. (January 2020)
- Record Type:
- Journal Article
- Title:
- A competence-time-quality scheduling model of multi-skilled staff for IT project portfolio. (January 2020)
- Main Title:
- A competence-time-quality scheduling model of multi-skilled staff for IT project portfolio
- Authors:
- Chen, Rong
Liang, Changyong
Gu, Dongxiao
Zhao, Huimin - Abstract:
- Highlights: We propose a multi-objective portfolio scheduling and staff assignment model. The objectives are skill enhancement, development cycle time, and product quality. The model incorporates skill cultivation through a learning curve. We propose a Pareto ant colony optimization algorithm combining genetic operators. Personalized decision rules are discussed for selecting a good Pareto solution. Abstract: Technical professionals are a key factor for IT product development. In an IT company, it is common for an employee to hold multiple skills. Multi-skilled staff increases the difficulty of project portfolio scheduling and staff assignment. This paper helps R&D managers cope with the problem by proposing a multi-objective optimization model of project portfolio scheduling and multi-skilled staff assignment. The model considers three objectives with strong practicality, i.e., staff skill enhancement, development cycle time, and product quality, and incorporates skill cultivation through a learning curve. We then propose an improved multi-objective Pareto ant colony optimization algorithm combining genetic operators to find an approximate Pareto solution set. Personalized decision rules with strong practicability are also discussed for selecting an appropriate solution. A case study in a leading electrical device company in China demonstrates the utility of the proposed model and algorithm.
- Is Part Of:
- Computers & industrial engineering. Volume 139(2020)
- Journal:
- Computers & industrial engineering
- Issue:
- Volume 139(2020)
- Issue Display:
- Volume 139, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 139
- Issue:
- 2020
- Issue Sort Value:
- 2020-0139-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-01
- Subjects:
- Project scheduling -- Multi-skill -- Staff assignment -- Multi-objective optimization -- IT project portfolio -- Ant colony optimization
Engineering -- Data processing -- Periodicals
Industrial engineering -- Periodicals
620.00285 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03608352 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.cie.2019.106183 ↗
- Languages:
- English
- ISSNs:
- 0360-8352
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.713000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 12516.xml