To increase confidence level, you should lower the P value threshold.

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Multiple Choice

To increase confidence level, you should lower the P value threshold.

Explanation:
Lowering the P value threshold raises the bar for what counts as statistically significant, which increases the confidence you can have in a result being real. The chance of a false positive is smaller when you require stronger evidence to reject the null hypothesis, so findings that meet the stricter threshold are more trustworthy. This higher confidence comes with a trade-off: it can reduce statistical power, making it harder to detect true effects unless you increase sample size or improve study design. So, while a tighter threshold generally boosts confidence in significant results, you may need more data to maintain the ability to uncover real differences.

Lowering the P value threshold raises the bar for what counts as statistically significant, which increases the confidence you can have in a result being real. The chance of a false positive is smaller when you require stronger evidence to reject the null hypothesis, so findings that meet the stricter threshold are more trustworthy. This higher confidence comes with a trade-off: it can reduce statistical power, making it harder to detect true effects unless you increase sample size or improve study design. So, while a tighter threshold generally boosts confidence in significant results, you may need more data to maintain the ability to uncover real differences.

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