Testing and Controlling for Common Method Variance: A Review of Available Methods
University of Kuala Lumpur · Universiti Sains Malaysia
Abstract
Several studies have debated over the prevalence of Common Method Variance (CMV) in organizational research. This paper highlights various procedural and statistical remedies to assess and control common method variance in any organizational study. It has been recognized that Common Method Variance (CMV) may significantly influence the research findings if it is not controlled properly through procedural and statistical remedies. However, researchers usually do not use all procedural remedies to remove potential impacts of CMV. Therefore, statistical remedies are strongly suggested to control and remove effects of CMV from data analysis. We have mentioned some common and effective statistical remedies
Citation impact
- FWCI
- 69.18
- Percentile
- 100%
- References
- 50
Authors
3Topics & keywords
- Variance (accounting)
- Common-method variance
- Control (management)
- Statistical analysis
- Statistical hypothesis testing
- Test (biology)
- Computer science
- Analysis of variance
- Decent work and economic growth