Is .0001 statistically significant?

Yes, a p-value of 0.0001 is extremely statistically significant, indicating a very low probability (0.01%) that your observed results happened by random chance, far exceeding typical significance levels like p < 0.05 or p < 0.01, but it doesn't automatically mean the finding is practically important. It strongly suggests a real effect or difference, but the magnitude of that effect and its real-world relevance (clinical significance) still needs to be assessed, especially with large sample sizes where tiny, meaningless differences can appear highly significant.
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What does the p-value of .0001 mean?

A p-value of 0.0001 means your results are highly statistically significant, indicating an extremely low chance (0.01%) that the observed effect is due to random luck, providing very strong evidence to reject the null hypothesis (the idea that there's no real effect). It's often reported as "<0.0001" or "****" to show it's far beyond typical significance thresholds like 0.05 or 0.01, suggesting a genuine phenomenon or effect.
 
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Is .000 statistically significant?

Yes, a p-value of 0.000 is considered highly statistically significant, meaning there's an extremely low chance (less than 1 in 1000) your results happened randomly; however, it's reported as "0.000" because it's a rounded value, actually slightly above zero (e.g., <0.0001), and always compare it to your chosen significance level (alpha), such as 0.05 or 0.01, to reject the null hypothesis. 
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Is 0.001 a low p-value?

Commonly adopted guidelines suggest p < 0.001 as very strong evidence, p < 0.01 as strong evidence, p < 0.05 as moderate evidence, p < 0.1 as weak evidence or a trend, and p ≥ 0.1 as insufficient evidence.
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Is 0.007 p-value significant?

If the p-value is less than 0.05, it is judged as “significant,” and if the p-value is greater than 0.05, it is judged as “not significant.” However, since the significance probability is a value set by the researcher according to the circumstances of each study, it does not necessarily have to be 0.05.
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Statistical Significance, the Null Hypothesis and P-Values Defined & Explained in One Minute

What does a P value of 0.01 mean that the null hypothesis has a 0.01 chance of being true?

A P-value of 0.01 infers, assuming the postulated null hypothesis is correct, any difference seen (or an even bigger “more extreme” difference) in the observed results would occur 1 in 100 (or 1%) of the times a study was repeated. The P-value tells you nothing more than this.
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What does the p-value of 0.003 mean?

Since the P-value 0.003 is less than the significance level 0.1, the results of the significance test are statistically significant. The interpretation of this is that the significance test offers support of the alternative hypothesis (against the null hypothesis).
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How do I interpret my p-value?

Accordingly, a large p-value lends support to the assertion of a correct null hypothesis. Hence, larger p-values result in failure to reject the null hypothesis. Conversely, a small p-value means that there is a lesser chance that the data support the null hypothesis.
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Is p less than 0.1 significant?

And although 0.5 or below is generally regarded as the threshold for significant results, that doesn't always mean that a test result which falls between 0.05 and 0.1 isn't worth looking at. It just means that the evidence against the null hypothesis is weak.
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Is .008 statistically significant?

A p-value of 0.008 is generally considered statistically significant, as it's much lower than the common threshold of 0.05, suggesting strong evidence against the null hypothesis, though context matters, and some fields might even demand stricter cutoffs like 0.001 for high confidence. 
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How to report 0.000 p-value?

If p values are reported, follow standard conventions for decimal places: for p values less than 0.001, report as 'p<0.001'; for p values between 0.001 and 0.01, report the value to the nearest thousandth; for p values greater than or equal to 0.01, report the value to the nearest hundredth; and for p values greater ...
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What is the confidence level of 0.01 significance level?

A 0.01 significance level corresponds to a 99% confidence level.
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What is the p-value for dummies?

A p-value (probability value) tells you how likely your test results are if there's actually no real effect or difference (the null hypothesis). A small p-value (e.g., < 0.05) means your results are surprising and unlikely by chance, suggesting a real effect exists (you reject the null). A large p-value (> 0.05) means your results could easily happen by random luck, so you don't have enough evidence to say a real effect exists (you fail to reject the null). 
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What does the p-value of 0.06 mean?

It is inappropriate to interpret a p value of, say, 0.06, as a trend towards a difference. A p value of 0.06 means that there is a probability of 6% of obtaining that result by chance when the treatment has no real effect. Because we set the significance level at 5%, the null hypothesis should not be rejected.
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What does p 0.001 mean?

A p-value of 0.001 (often reported as p<0.001p is less than 0.001𝑝<0.001) means there's only a 1 in 1,000 chance of observing your results if there were truly no real effect or difference (the null hypothesis is true). It signifies very strong statistical significance, suggesting your findings are highly unlikely to be due to random chance and likely represent a genuine effect, leading researchers to reject the null hypothesis.
 
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What value of p makes it significant?

A p-value less than or equal to your significance level (typically ≤ 0.05) is statistically significant. A p-value less than or equal to a predetermined significance level (often 0.05 or 0.01) indicates a statistically significant result, meaning the observed data provide strong evidence against the null hypothesis.
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Is 0.05 or 0.01 p-value better?

As mentioned above, only two p values, 0.05, which corresponds to a 95% confidence for the decision made or 0.01, which corresponds a 99% confidence, were used before the advent of the computer software in setting a Type I error.
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Is p 0.013 statistically significant?

In this case, your value of 0.013 implies a 1.3% chance of a false positive, which is below our 5% threshold. Therefore, your results are significant.
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What does the p-value of 0.004 mean?

A p-value less than 0.05 is typically considered to be statistically significant, in which case the null hypothesis should be rejected. A p-value greater than 0.05 means that deviation from the null hypothesis is not statistically significant, and the null hypothesis is not rejected.
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How do I interpret a p-value?

Using comparison of the means of two samples as an example, a p-value <0.05 suggests that there is enough evidence to presume a real difference between groups from which the samples were drawn (that the "null hypothesis" can be rejected). We say that the difference between the means is statistically significant.
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What does a p-value of 0.1 mean?

"P 0.1" or "P0.1" usually refers to Airway Occlusion Pressure at 0.1 seconds, a crucial measure in critical care to assess a patient's respiratory drive and likelihood of weaning from a ventilator, indicating how hard their brain tells the respiratory muscles to work against a closed airway. Alternatively, in statistics, a p-value of 0.1 signifies weak evidence against a null hypothesis, meaning a 10% chance the result happened randomly, suggesting a trend but not strong statistical significance. 
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Is p 0.01 good?

A p-value below 0.01 indicates strong evidence against the null hypothesis, but you should also consider the effect size and confidence intervals. This helps determine whether the observed effect is meaningful and actionable in the context of the study.
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