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Two-Sigma Problem (Bloom)

Benjamin Bloom's 1984 observation that students who received one-on-one tutoring outperformed students who received classroom instruction by two standard deviations. The catch: human tutoring did not scale. Bloom framed it as the unanswered research question of education — how to deliver tutoring-quality learning outcomes at classroom-scale economics. AI tutoring is the first credible answer.

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