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P-Value and Statistical Significance

The p-value is the probability of observing data as extreme as or more extreme than what was actually observed, assuming the null hypothesis is true. Introduced by Ronald Fisher in 1925, it is the foundation of frequentist hypothesis testing. Statistical significance is declared when the p-value falls below a pre-specified threshold (alpha level, typically 0.05).

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P-Value and the Concept of Statistical Significance in Hypothesis Testing

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Same method familyEffect Sizemachine-suggested · Relational suggestion, not evidence.Same method familyMultiple Comparisons Problemmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketNull Hypothesis Testingmachine-suggested · Relational suggestion, not evidence.Same method familyStatistical Power and Sample Sizemachine-suggested · Relational suggestion, not evidence.Same method familyType I and Type II Errorsmachine-suggested · Relational suggestion, not evidence.