What are the QUALITATIVE INTERPRETATION OF Attitudes Towards Mathematics Inventory (ATMI) ?

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Cristian Ramos-Vera

Divide into low-middle-high percentile or quantum scores (or the category you use) considering the total factor scores.

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Why do you want to take a scale that produces interval-level data and reduce it to ordinal data? That amount to "throwing away data."

Mohamed-Mourad Lafifi

Dear Ernie,

I suggest you to see links and attached files on topic.

https://www.igi-global.com/book/innovative-practices-teacher-preparation-graduate/179349

https://etd.ohiolink.edu/!etd.send_file?accession=kent1447278193&disposition=inline

https://www.researchgate.net/publication/259502545_Examining_the_Factorial_Validity_of_the_Attitudes_towards_Mathematics_Inventory_ATMI_in_the_United_Arab_Emirates_Confirmatory_Factor_Analysis

https://www.researchgate.net/publication/264422436_Psychometric_properties_of_an_inventory_to_determine_the_factors_that_affect_students'_attitudes_toward_mathematics

Best regards