Optimization Helps Scheduling Nursing Staff at the Long-Term Care Homes of the City of Toronto

被引:4
|
作者
Anderson, Manion [1 ]
Bodur, Merve [1 ]
Rathwell, Scott [1 ]
Sarhangian, Vahid [1 ]
机构
[1] Univ Toronto, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada
来源
INFORMS JOURNAL ON APPLIED ANALYTICS | 2023年 / 53卷 / 02期
关键词
nurse scheduling; long-term care; integer programming; seniority constraints; shift preferences; ASSIGNMENT PROBLEM; SENIORITY; PREFERENCE; MODEL;
D O I
10.1287/inte.2022.1132
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The City of Toronto Long-Term Care Homes and Services (LTCH&S) division is one of the largest providers of long-term care in the Canadian province of Ontario, providing care to 2,640 residents at 10 homes across Toronto. Our collaboration with LTCH&S was initiated to facilitate the increasingly challenging task of scheduling nursing staff and reduce the high absenteeism rate observed among the part-time nurses. We developed a spreadsheet-based scheduling tool to automate the generation of schedules and incorporate nurses' preferences for different shifts into the schedules. At the core of the scheduling tool is a hierarchical optimization model that generates a feasible schedule with the highest total preference score while satisfying the maximum possible demand. Feasible schedules had to abide by a set of complex seniority requirements, which prioritized more-senior nurses when allocating the available shifts. Our scheduling tool was implemented in a 391-bed home in Toronto. The tool allowed nursing managers to generate feasible schedules within a fraction of an hour, in contrast to the status quo manual approach, which could take up to tens of hours. In addition, the schedules successfully accounted for preferences with, on average, above 94% of the allocated shifts ranked as-most preferred.
引用
收藏
页码:133 / 154
页数:22
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