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Substantial Gains in Bias Reduction from Matching with a Variable Number of Controls

Substantial Gains in Bias Reduction from Matching with a Variable Number of Controls

Summary. In observational studies that match several controls to each treated subject, substantially greater bias reduction is possible if the number of controls is not fixed but rather is allowed to vary from one matched set to another. In certain cases, matching with a fixed number of controls may remove …