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General Ability Measurement:
An Application of Multidimensional Item Response Theory

 

During most of the 20th century, the role of general cognitive ability g for predicting future learning and job-performance has been hotly disputed. Increasingly researchers are reaching the consensus: For hiring employees without previous job-experience, the most valid predictor of future performance and learning is general mental ability. This conclusion emphasizes the importance and usefulness of well constructed measures of general ability.

This project proposed and evaluated two new methods for improving the measurement precision of a general test factor. One new method provides a multidimensional item response theory estimate obtained from conventional administrations of multiple-choice test items that span general and nuisance dimensions. The other method chooses items adaptively to maximize the precision of the general ability score. Both methods display substantial increases in precision over alternative item selection and scoring procedures. Results suggest that the use of these new testing methods may significantly enhance the prediction of learning and performance in instances where standardized tests are currently used.

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