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When one rejects the null hypothesis when it is true, it is called:
Question



When one rejects the null hypothesis when it is true, it is called:

A.

Type II & Error of Commission

B.

Type I & Error of Commission

C.

Type I & Error of Omission

D.

Type II & Error of Omission

Correct option is B


Rejecting the null hypothesis when it is actually true is known as a Type I error, also referred to as an Error of Commission. This type of error occurs when a researcher concludes that there is an effect or difference, when in fact, there is none. It is essentially a false positive, where the researcher falsely detects a significant result due to random chance or sampling variability.
Information Booster: In statistical hypothesis testing, the null hypothesis typically states that there is no effect or no difference between groups. A Type I error occurs when this true null hypothesis is incorrectly rejected. The probability of committing a Type I error is denoted by alpha (α), often set at 0.05, meaning there is a 5% chance of wrongly rejecting the null hypothesis. Researchers aim to minimize this error to ensure the reliability of their conclusions.
Additional Knowledge:
· Type II error (Error of Omission): Happens when the null hypothesis is false, but the researcher fails to reject it—this is a false negative.
· Error of Commission: Involves taking an incorrect action, such as rejecting a true null hypothesis (Type I error).
· Error of Omission: Involves failing to take an action, such as not rejecting a false null hypothesis (Type II error).

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