Department of Anesthesia, University of Iowa, Iowa City, IA 52242, USA.
Anesth Analg. 2010 Jun 1;110(6):1698-710. doi: 10.1213/ANE.0b013e3181dac90a. Epub 2010 May 6.
Operating room (OR) managers must plan staffing in the face of uncertain demand for OR time. Planning too much staffing results in underutilized OR time. Planning too little staffing causes overutilized time, which is approximately twice as expensive as underutilized time. Deciding how much staffing to plan for an OR is analogous to the classic newsvendor problem in operations research. A newsvendor must decide how much product to order based on its cost c and sales price p, plus estimates of the uncertain future demand for the product. The newsvendor problem has a simple mathematical solution. The correct amount of product to order is the (p - c)/p quantile of the demand for the product. This optimal order quantity is analogous mathematically to the number of hours of OR time for which staffing should be planned. We performed a systematic review of the behavioral operations experimental literature on newsvendor problems relevant to OR management. Student volunteers participating in experimental studies have great difficulty knowing how much product to order, given c, p, and the demand distribution. Decision making is only modestly improved by more frequent feedback. Even scores of rounds of ordering are insufficient for much learning to occur. Suboptimal decisions result from innate psychological biases. Students anchor on mean demand, make insufficient adjustments, and rely disproportionately on the most recent demand values. The behavior of OR managers who plan staffing for the OR is analogous to that of students participating in a newsvendor experiment. Month after month, an OR manager will plan too little staffing for the surgeon who consistently ends the day late and too much staffing for the surgeon who consistently does not fill an OR. Experimental studies of the newsvendor problem provide mechanistic insights into the reasons that OR managers make poor decisions when planning OR staffing. The students face no organizational factors or personality issues that potentially influence OR managers, strongly suggesting that observed psychological biases are innate and play an important role in influencing the decisions of OR managers. Results suggest that only the use of computerized decision-support systems can effectively circumvent these biases.
手术室(OR)经理必须在面对 OR 时间需求不确定的情况下规划人员配置。规划过多的人员配置会导致 OR 时间未充分利用。规划过少的人员配置会导致时间过度利用,这大约是未充分利用时间的两倍成本。决定为 OR 规划多少人员配置类似于运营研究中的经典报童问题。报童必须根据产品的成本 c 和销售价格 p,加上对产品未来需求的估计,决定订购多少产品。报童问题有一个简单的数学解决方案。正确的订购数量是产品需求的(p - c)/p 分位数。这个最佳订购量在数学上类似于应规划的 OR 时间的小时数。我们对与 OR 管理相关的报童问题的行为运营研究实验文献进行了系统回顾。参与实验研究的学生志愿者在给定 c、p 和需求分布的情况下,很难知道订购多少产品。更频繁的反馈只能适度地改善决策。即使进行了数十轮订购,也不足以进行大量学习。次优决策源于内在的心理偏见。学生们以平均需求为基准,调整幅度不足,并且过分依赖最近的需求值。为 OR 规划人员配置的 OR 经理的决策行为类似于参与报童实验的学生的行为。一个月又一个月,一位 OR 经理为一位总是拖到最后一天结束的外科医生规划的人员配置太少,而为一位总是无法填满 OR 的外科医生规划的人员配置太多。报童问题的实验研究为 OR 经理在规划 OR 人员配置时做出不佳决策的原因提供了机制上的见解。学生们没有可能影响 OR 经理的组织因素或个性问题,这强烈表明观察到的心理偏见是天生的,并在影响 OR 经理的决策方面发挥着重要作用。结果表明,只有使用计算机化的决策支持系统才能有效地规避这些偏见。