When are item nuances useful for prediction in organizations? Comparing the validity of item-level, scale-level, and ensemble machine learning models.

Recent evidence suggests that prediction models using item scores, instead of the traditionally used scale scores, can more accurately predict outcomes of interest. However, little is known about the conditions under which item- or scale-level models…

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