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Question

Which of the following is NOT correct about ANOVA?

The correct answer is
The 'between-groups variance' represents the sampling error in the distributions.

ANOVA Concepts: Identifying the Incorrect Statement

The question asks to identify the statement that is NOT correct regarding Analysis of Variance (ANOVA).

Incorrect Statement Analysis

  • Statement 1 is correct: ANOVA fundamentally involves computing an F-ratio to test hypotheses.
  • Statement 2 is correct: The F-ratio in ANOVA is defined as the ratio comparing variance between groups to the variance within groups. Mathematically, this is often represented as $F = \frac{\text{Variance}_{\text{between groups}}}{\text{Variance}_{\text{within groups}}}$.
  • Statement 4 is correct: The F-statistic is indeed named in honor of the statistician Sir Ronald Fisher.
  • Statement 3 is incorrect: The 'between-groups variance' quantifies the variability between the means of the different groups being compared. It reflects the effect of the independent variable(s). The 'within-group variance' (also known as error variance) estimates the random variation or sampling error inherent in the data within each group. Therefore, attributing the representation of sampling error to the 'between-groups variance' is factually wrong.

Based on this analysis, the incorrect statement about ANOVA is the one that misidentifies the role of 'between-groups variance'.

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Important Questions from Data Analysis

  1. The quartile deviation of Normal Distribution is

  2. A set of sample of 20 places of mean annual rainfall were randomly selected from a normally distributed universe that has mean annual rainfall of 320 cm. The sample mean was recorded 250 cm with standard deviation of 150 cm. Which one of the following significance tests is correct for the selected samples ?

  3. Match List-I with List-II :

    List-I

    List-II

    (a)

    The most commonly used method of computing correlation between two variables

    (i)

    Intra-class correlation

    (b)

    An ANOVA technique used for estimating reliability of a measure

    (ii)

    Inter-class correlation

    (c)

    A technique used for estimating reliability of multiple-trials tests

    (iii)

    Inter-tester reliability

    (d)

    A form of reliability that pertains to the testers

    (iv)

    Coefficient alpha

    Select the correct option :

  4. Given below are two statements

    Statement I: Paired t-test is used to compare two related means (μ 1 and µ 2)

    Statement II: The t-test is a method used for inferential statistics

    In light of the above statements, choose the most appropriate answer from the options given below

  5. Match the items of List I with the items of List II and choose the correct answer from the code given below.

    List I

    List II

    (a)

    Descriptive statistics

    (i)

    Regression equation

    (b)

    Relationship statistics

    (ii)

    t-test

    (c)

    Predictive statistics

    (iii)

    Karl Pearson’s correlation

    (d)

    Comparative statistics

    (iv)

    Chi-square

    (e)

    Non-parametric statistics

    (v)

    Standard deviation

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