This study disproves the popular belief that a hospital’s Case Mix Index, commonly used as a proxy for inpatient acuity, is the main driver of hospital expense. Case Mix Index should not be granted the singular importance it has historically enjoyed as a scapegoat for high hospital costs. And, since there is a weak statistical correlation between Case Mix Index and inpatient expenses, CMI should never be used as an adjustment factor in comparative expense analysis.