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EFA and advanced model analysis

Upload data, select variables and run EFA, regression mediation/moderation, multigroup or two-level SEM here. Review the main findings and download R code for independent checks.

Data and analyses stay on your device. Downloaded RStudio packages contain selected survey columns; survey data are not uploaded.

1. Data

Accepts .xlsx, .csv and .tsv, up to 20 MB and 10,000 rows. Excel uses DATA when present, otherwise the first worksheet. Standard workbooks can also supply MEASUREMENT/STRUCTURAL specifications.

Paste data with a header row

Choose a file, paste data or open the fixed example to begin.

Methods and limitations

Current scope: EFA; observational OLS mechanisms; continuous multigroup CB-SEM and two-level random-intercept models. PLS-MGA/MICOM, more than two levels, random slopes, LMS, categorical outcomes for regression mechanisms and automatic causal conclusions are not included.