Which of the following is NOT a recommended solution to address the multiple testing fallacy?

The selection of "test as many strategies as possible" as a response that is not a recommended solution to address the multiple testing fallacy is appropriate. The multiple testing fallacy occurs when a large number of hypotheses are tested simultaneously, which increases the likelihood of finding at least one statistically significant result due to random chance rather than a true effect. As a result, testing numerous strategies without proper controls or adjustments increases the risk of false positives.

Recommended solutions typically emphasize the importance of having a structured, methodical approach to testing. This involves defining clear hypotheses and strategies upfront, which ensures that any tests conducted are purposeful and grounded. Likewise, avoiding data leaks is critical to maintaining the integrity and validity of test results, while treating tests as a finite currency suggests that each test carries cost considerations and should therefore be used judiciously.

By limiting the number of strategies tested simultaneously and adhering to rigorous testing protocols, one can better manage the implications of the multiple testing fallacy.