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. 2026 Mar 26;14:1742610. doi: 10.3389/fpubh.2026.1742610

Table 7.

Hausman specification test (fixed effects vs. random effects).

Test χ2 statistic Degrees of freedom p-value Preferred model
Hausman test 19.46 5 0.0016 Fixed effects

The null hypothesis that the random-effects estimator is consistent is rejected at the 1% significance level, supporting the use of the fixed-effects model. This confirms that the fixed-effects model is the most appropriate estimator for the study.