Bloom found that the average student tutored one-to-one using mastery learning techniques performed two standard deviations better than students educated in a classroom environment with one teacher to 30 students
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Related: Bloom's two-sigma problem:
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John Stuart Mill and his Autobiography are another source of relevant anecdotes for this question.