A statistical test that permits assessment of possible significance of…

2023

A statistical test that permits assessment of possible significance of difference across means of multiple groups, is

Answer: B. Analysis of varianceConceptWhen several group means are compared, separate the variation attributable to differences among groups from the variation within groups. The ratio of…

  1. A.

    Student's t-test

  2. B.

    Analysis of variance

  3. C.

    Paired t-test

  4. D.

    Chi-square test

Show answer & explanation

Correct answer: B

Concept

When several group means are compared, separate the variation attributable to differences among groups from the variation within groups. The ratio of these two variation estimates provides a single test statistic.

This is the principle of analysis of variance: it evaluates mean differences through an F statistic while accounting for within-group variability.

Application

The stem asks for a test that assesses the possible significance of differences across the means of multiple groups. Analysis of variance is designed for this comparison, so the answer is Analysis of variance.

Contrast

  • Student's t-test ordinarily compares one pair of independent group means.

  • A paired t-test analyzes the mean of within-pair differences for linked observations.

  • A chi-square test analyzes categorical counts or frequencies rather than comparing several means.

Cross-check

The wording “multiple groups” and “means” requires one simultaneous comparison based on between-group and within-group variability, which is the ANOVA framework.

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