Criterion validation can be challenging due to several factors:
Availability of a Gold Standard: In some cases, a true gold standard may not exist, making it difficult to validate a new measurement or test. Sample Size: A large sample size is often required to achieve statistically significant results, which can be difficult and costly to obtain. Bias: Selection bias and information bias can affect the results of criterion validation, leading to incorrect conclusions about the validity of the new measurement or test. Variability: Biological variability and measurement variability can complicate the process of criterion validation, making it difficult to determine the true accuracy of a test.