Exponentially Weighted Moving Average Control Schemes for Assessing Hospital Organizational Performance

IF 1.6 Q1 STATISTICS & PROBABILITY
M. Scagliarini, Mariarosaria Apreda, Ulrich Wienand, G. Valpiani, Nicola Napoli
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引用次数: 5

Abstract

Exponentially weighted moving average (EWMA) control charts have been successfully used in recent years in several areas of healthcare. Most of these applications have concentrated on the problem of detecting shifts in the mean level of a process. The EWMA chart for monitoring the variability has received, in general, less attention than its counterpart for the mean, although equally important and, to the best of our knowledge, it has never been used in the healthcare framework. In this work, EWMA control charts were applied retrospectively for monitoring the mean and variability of a hospital organizational performance indicator. The aim was to determine whether EWMA control charts can be used as a comprehensive approach for assessing the steady-state behaviour of the process and for early detection of changes indicating either improvement or deterioration in the performance of healthcare organizations. The results showed that the EWMA control schemes generate easy-to-read data displays that reflect process performance allowing a continuous monitoring and prompt detection of changes in process performance. Currently, hospital managers are designing an operating room dashboard which also includes the EWMA control charts.
医院组织绩效评价的指数加权移动平均控制方案
指数加权移动平均(EWMA)控制图近年来已成功地应用于医疗保健的几个领域。这些应用大多集中在检测过程平均水平的位移问题上。一般来说,监测变异性的EWMA图表受到的关注少于其对应的平均值,尽管同样重要,而且据我们所知,它从未在医疗保健框架中使用过。在这项工作中,EWMA控制图被回顾性地应用于监测医院组织绩效指标的平均值和变异性。目的是确定EWMA控制图是否可以作为一种全面的方法来评估过程的稳态行为,并用于早期发现表明医疗保健组织绩效改善或恶化的变化。结果表明,EWMA控制方案生成易于阅读的数据显示,反映过程性能,允许连续监测和及时检测过程性能的变化。目前,医院管理人员正在设计一个手术室仪表板,其中也包括EWMA控制图。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Statistica
Statistica STATISTICS & PROBABILITY-
CiteScore
1.70
自引率
0.00%
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0
审稿时长
10 weeks
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