中位数分割、II型错误和错误正面的消费者心理:不要与权力抗争

G. McClelland, John G. Lynch, J. Irwin, Stephen A. Spiller, G. Fitzsimons
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引用次数: 0

摘要

相当多的先前统计工作批评用基于该变量的中位数分割的二分法取代一般线性模型中的连续测量变量。亚科布奇、波索瓦茨、卡尔德斯、施奈德和波波维奇(本期)为“中位数分割”的做法辩护。使用概念论证和模拟。我们表明,他们的概念论点和他们的模拟范围从不完整到不正确。中位数分割没有真正的好处,而且由于失去动力而增加的II型错误和由于虚假积极的消费者心理而增加的I型错误确实存在成本。中间分割仍然是个坏主意。
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Median Splits, Type II Errors, and False Positive Consumer Psychology: Don't Fight the Power
Considerable prior statistical work has criticized replacing a continuously measured variable in a general linear model with a dichotomy based on a median split of that variable. Iacobucci, Posovac, Kardes, Schneider, and Popovich (this issue) defend the practice of “median splits�? using both conceptual arguments and simulations. We show that both their conceptual arguments and their simulations range from incomplete to incorrect. There are no real benefits to median splits, and there are real costs in increases in Type II errors through loss of power and increases in Type I errors through false positive consumer psychology. Median splits remain a bad idea.
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