CHOW TEST Flashcards

(5 cards)

1
Q

What does the Chow Test do?

A

It tests whether two subgroups can be described by the same regression model, or if they required two separate regressions.

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2
Q

Purpose, H0, H1?

A

Purpose: Tests whether the regression coefficients (including the intercept) are the same across two groups.

Null hypothesis (H₀): No structural break; all coefficients (including intercept) are the same across the groups.

Alternative hypothesis (H₁): At least one coefficient differs.

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3
Q

Chow F-Statistic

A

​(RSSp - (RSS1 + RSS2))/k
/
(RSS1 + RSS2)/ (n1+n2-
2k)

k = number of parameters including intercept

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4
Q

Relation to the F-Test

A

The Chow test is an F-test but specifically designed to test for structural breaks across groups.

It differs from a regular F-test using dummies because:

a) It directly compares an unrestricted model (separate regressions on subsamples) to a restricted model (where all data is used in one regression).

b) A dummy variable F-test keeps the data pooled and includes interaction terms.

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5
Q

Limitations…

A

a) It assumes homoskedasticity (equal error variance across groups)

b) All parameters including the intercept must be the same under H0.

c) Sensitive to small sample sizes.

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