Statistical Validator

Detect statistical errors and methodological fallacies in research content.

Fallacy Types Detected

Type	Description
`P_HACKING`	Selective reporting, post-hoc hypothesis changes, stopped when p<0.05
`CORRELATION_CAUSATION`	Causal claims from correlational data
`SMALL_SAMPLE`	Sample size insufficient for claimed effect size
`MULTIPLE_COMPARISONS`	Multiple tests without Bonferroni/FDR correction
`OVERGENERALIZATION`	Results from specific sample applied to broader population
`CIRCULAR_REASONING`	Conclusion assumes what it claims to prove
`CHERRY_PICKING`	Selective evidence presentation
`EFFECT_SIZE_MISSING`	Statistical significance without practical effect size
`CONFOUND`	Alternative explanations not controlled for