Can Big Data Analytics Enhance Performance Measurement Systems?

被引:12
作者
Mello R. [1 ]
Martins R.A. [2 ]
机构
[1] Department of Information Systems, Westfalische Wilhelms-Universitat Munster, Munster
[2] Departamento de Engenharia de Producao, Universidade Federal de Sao Carlos, Sao Carlos
来源
IEEE Engineering Management Review | 2019年 / 47卷 / 01期
关键词
Big data analytics; multiple case studies; performance measurement systems; performance measures;
D O I
10.1109/EMR.2019.2900645
中图分类号
学科分类号
摘要
Performance measurement systems are a critical element of managing performance. Despite the potential of big data analytics (BDA) to improve performance measurement systems (PMSs), its real impact is still not entirely clear. This paper investigates the potential of BDA to enhance PMSs. We use two short case studies to investigate such impact. The results show that descriptive and predictive analytics boost performance analysis. The use of external non-structured data challenges the companies regarding the data veracity. Business and operations management professionals should pay attention to both the employees' capability in data science and data management. They are critical issues when seeking to enhance PMS using BDA. © 1973-2011 IEEE.
引用
收藏
页码:52 / 57
页数:5
相关论文
共 13 条
[1]  
Adams S.M., Sarkis J., Liles D., The development of strategic performance metrics, Engineering Management Journal, 7, 1, pp. 24-32, (1995)
[2]  
Agostino D., Sidorova Y., A performance measurement system to quantify the contribution of social media: New requirements for metrics and methods, Measuring Business Excellence, 20, 2, pp. 38-51, (2016)
[3]  
Alexander A., Kumar M., Walker H., A decision theory perspective on complexity in performance measurement and management, International Journal of Operations & Production Management, 38, pp. 2214-2244, (2018)
[4]  
Bititci U., Garengo P., Dorfler V., Nudurupati S., Performance measurement: Challenges for tomorrow, International Journal of Management Reviews, 14, 3, pp. 305-327, (2012)
[5]  
Chong D., Shi H., Big data analytics: A literature review, Journal of Management Analytics, 2, 3, pp. 175-201, (2015)
[6]  
Franco-Santos M., Kennerley M., Micheli P., Martinez V., Mason S., Marr B., Neely A., Towards a definition of a business performance measurement system, International Journal of Operations & Production Management, 27, 8, pp. 784-801, (2007)
[7]  
Kaplan R.S., Norton D.P., The balanced scorecard-Measures that drive performance, Harvard Business Review, 70, 1, pp. 71-79, (1992)
[8]  
Leite L.R., Van Aken E., Martins R.A., Case study on the effect of sustainability on performancemeasurement systems, Industrial & Systems EngineeringResearch Conference, pp. 1-8, (2013)
[9]  
Mello R., Leite L.R., Martins R.A., Is big data the next big thing in performance measurement systems?, Industrial & Systems Engineering Research Conference, pp. 1-10, (2014)
[10]  
Mello R., Xavier J.E.M., Martins R.A., Use of big data analytics in performance measurement systems, Industrial & Systems Engineering Research Conference, pp. 1-10, (2015)