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Missing values' analysis showed no item with more than 2% missing values (range 0 1.9%).
There was no item with a corrected item-Total correlation (Item loading) of less than.3 in all of these sub-scales.
Low item separation (less than 3) implies that the person's sample is not large enough to confirm the items hierarchy of the instrument (and that the test has no item with high, medium or low severity) [ 18].
Similar(55)
There are no stable items, or no items with stable properties.
Mixtures with three or four topics are already rare and there are no items with five or more topics.
If there are no items with any evident DIF, the second hypothesis will be checked to determine if any items have a statistically significant differing difficulty to the average difficulty across majors.
There were 4 items with high percentages (>50%) missing and no items with extreme skewness.
Evaluation of the loadings in the factor structure matrix found no items with weak loadings.
For I and A there were no items with greater than 10% missing data.
There were no items with 80% of the answers falling in one category.
When looking at individual items, there were no items with more than 5%% of total responses missing in the follow up data among those with recorded follow up.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com