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This video shows how to transform continuous variables toward normality in SPSS. This approach retains the original series mean and standard deviation to improve the interpretation of results. Use of this method can be justified by citing the following published paper:
Templeton, G. F. (2011). A Two-Step Approach for Transforming Continuous Variables to Normal: Implications and Recommendations for IS Research. Communications of the Association for Information Systems, 28, pp-pp. doi.org/10.177...