Adolescent cannabis use increased the odds of non-progression with formal education.
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•Associations for adolescent alcohol use were inconsistent and weaker.
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•Cannabis use accounted for a greater proportion of the overall rate of educational underachievement than alcohol use.
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•Findings inform the debate about the relative harms of cannabis and alcohol use.