What are some potential issues with interpreting the results of factor analysis?

  • Factor analysis is not sensitive to outliers, and results are always reliable and consistent
  • Factors are always straightforward to interpret, and factor loadings are always clear and unambiguous
  • Factors may be hard to interpret, factor loadings can be ambiguous, and results can be sensitive to outliers
  • Results are always conclusive, factors can be easily interpreted, and factor loadings are never ambiguous
Some potential issues with interpreting the results of factor analysis include: factors can sometimes be hard to interpret, factor loadings can be ambiguous (a variable may load onto multiple factors), and the results can be sensitive to outliers.
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