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Creditworthiness Thresholds

Consider a credit assessment model that provides a calibrated score indicating an individual's creditworthiness, with a certain margin of error. For instance, if the model predicts a score of 83%, the true score is likely between 81% and 85%. If we set 83% as the threshold for determining creditworthiness and classify individuals with scores above this as creditworthy, are we likely to be overestimating or underestimating the actual creditworthiness of the population?

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