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Jeffrey Livingston from Peking University conducted an experiment measuring the effect of extrinsic incentives on student test performance. The study compares U.S. and Shanghai students, finding incentives improved performance for U.S. students but not for Shanghai students. The dataset likely contains experimental results supporting the analysis that low-stakes international rankings may reflect motivation differences, not just ability.
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