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Chunk #20 — Advantages of using an IRT framework compared to analysing sum scores

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Variance decomposition using an IRT measurement model.
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The IRT model that fits the data determines the score rule of the measurement instrument. If, for instance, a one-parameter model does not fit the data, but a two-parameter model does, the sum score where the items scores are weighted with their respective discrimination parameters is a sufficient statistic for θj (Lord and Novick 1968). So some items can be more important or sensitive indicators of a trait than others. Modelling the item data in a variance decomposition analysis allows the separate evaluation of model fit regarding the measurement model and the variance decomposition model.