Minimum Sample Size Recommendations for Conducting Factor Analyses
University of Northern Colorado · National Taipei University of Education
Abstract
Abstract There is no shortage of recommendations regarding the appropriate sample size to use when conducting a factor analysis. Suggested minimums for sample size include from 3 to 20 times the number of variables and absolute ranges from 100 to over 1,000. For the most part, there is little empirical evidence to support these recommendations. This simulation study addressed minimum sample size requirements for 180 different population conditions that varied in the number of factors, the number of variables per factor, and the level of communality. Congruence coefficients were calculated to assess the agreement between population solutions and sample solutions generated from the various population conditions.…
Citation impact
- FWCI
- 8.03
- Percentile
- 100%
- References
- 24
Authors
3Topics & keywords
- Sample size determination
- Statistics
- Sample (material)
- Population
- Mathematics
- Econometrics
- Demography
- Chemistry