The numerator and denominator degrees of freedom are used in the computation…
2024
The numerator and denominator degrees of freedom are used in the computation of which of the following test statistics?
Answer: D. F — ConceptA test statistic’s reference distribution can depend on degrees of freedom, which count the independent pieces of information remaining after…
- A.
Z
- B.
Chi-Square
- C.
t
- D.
F
Show answer & explanation
Correct answer: D
Concept
A test statistic’s reference distribution can depend on degrees of freedom, which count the independent pieces of information remaining after constraints are imposed.
Some reference distributions use no degrees-of-freedom parameter, some use one, and a ratio of two independently scaled variance estimates requires two.
Application
An F statistic is formed as a ratio of two variance estimates after each has been scaled by its own degrees of freedom. Its reference distribution is therefore written F(d1, d2), where d₁ belongs to the numerator and d₂ to the denominator.
Contrast
Z is referenced to the standard normal distribution and has no degrees-of-freedom shape parameter.
Chi-square is indexed by one degrees-of-freedom parameter.
Student’s t is indexed by one degrees-of-freedom parameter.
F is indexed by the ordered pair of numerator and denominator degrees of freedom.
Cross-check
In an analysis-of-variance table, an F value is reported alongside one degrees-of-freedom entry for the numerator source and another for the denominator or error source.
Result
Therefore, the test statistic that uses numerator and denominator degrees of freedom is F.