Multilocation, Dynamic Staff Planning for a Healthcare System: Methodology and Application
Published Online:22 Jul 2025https://doi.org/10.1287/opre.2023.0438
References
- (2018) Practice management: Successfully guiding your group into the future. Anesthesiolgy Clinics 36:2.Google Scholar
- (2003) Labor costs incurred by anesthesiology groups because of operating rooms not being allocated and cases not being scheduled to maximize operating room efficiency. Anesthesia Analgesia 96(4):1109–1113.Crossref, Google Scholar
- (2020) Operating room staffing and scheduling. Manufacturing Service Oper. Management 22(5):958–974.Link, Google Scholar
- (2019) Improving operating room efficiency: Machine learning approach to predict case-time duration. J. Amer. College Surgeons 229(4):346–354.Crossref, Google Scholar
- (2022) Staffing shortages temporarily close operating rooms, leaving hospitals short on cash. Boston Globe (July 27), https://www.bostonglobe.com/2022/07/26/metro/staffing-shortages-shutter-operating-rooms-leaving-hospitals-short-cash/.Google Scholar
- (2014) Scheduling, revenue management, and fairness in an academic-hospital radiology division. Academic Radiology 21(10):1322–1330.Crossref, Google Scholar
- (2009) Robust Optimization, vol. 28 (Princeton University Press, Princeton, NJ).Crossref, Google Scholar
- (2004) The price of robustness. Oper. Res. 52(1):35–53.Link, Google Scholar
- (2004) The state of the art of nurse rostering. J. Scheduling 7:441–499.Crossref, Google Scholar
- (2010) Operating room planning and scheduling: A literature review. Eur. J. Oper. Res. 201(3):921–932.Crossref, Google Scholar
- (2016) XGBoost: A scalable tree boosting system. Proc. 22nd ACM SIGKDD Internat. Conf. Knowledge Discovery Data Mining (ACM, New York), 785–794.Google Scholar
- (2020) A two-stage solution approach for personalized multi-department multi-day shift scheduling. Eur. J. Oper. Res. 280(3):1051–1063.Crossref, Google Scholar
- (2020) OM forum—Healthcare operations management: A snapshot of emerging research. Manufacturing Service Oper. Management 22(5):869–887.Link, Google Scholar
- (1994) The flexibility of production processes: A general framework. Management Sci. 40(7):933–945.Link, Google Scholar
- (2015) Operating room management. Sikka P, Beaman S, Street J, eds. Basic Clinical Anesthesia (Springer, New York), 667–670.Crossref, Google Scholar
- (2010) Optimal allocation of surgery blocks to operating rooms under uncertainty. Oper. Res. 58(4 Part 1):802–816.Link, Google Scholar
- (2022) Highest paying medical jobs in 2022. Forbes (August 8), https://www.forbes.com/sites/andrewdepietro/2022/08/08/highest-paying-medical-jobs-in-2022/.Google Scholar
- (2022) Scheduling staff for ambulatory anaesthesia. Current Opinion Anaesthesiology 35(6):679–683.Crossref, Google Scholar
- (2002) How to schedule elective surgical cases into specific operating rooms to maximize the efficiency of use of operating room time. Anesthesia Analgesia 94(4):933–942.Crossref, Google Scholar
- (2012) Descriptive study of case scheduling and cancellations within 1 week of the day of surgery. Anesthesia Analgesia 115(5):1188–1195.Crossref, Google Scholar
- (2018) State of the art in physician scheduling. Eur. J. Oper. Res. 265(1):1–18.Crossref, Google Scholar
- (2022) Staffing and efficiency in the OR. ASA Monitor 86(11):24–25.Crossref, Google Scholar
- (2013) Master physician scheduling problem. J. Oper. Res. Soc. 64(3):410–425.Crossref, Google Scholar
- Gurobi Optimization LLC (2023) Gurobi Optimizer Reference Manual. Accessed August 11, 2023, https://www.gurobi.com.Google Scholar
- (2009) The Elements of Statistical Learning: Data Mining, Inference, and Prediction, vol. 2 (Springer, Cham, Switzerland).Crossref, Google Scholar
- (2012) The timing of staffing decisions in hospital operating rooms: Incorporating workload heterogeneity into the newsvendor problem. Manufacturing Service Oper. Management 14(1):99–114.Link, Google Scholar
- (2017) Case mix planning in hospitals: A review and future agenda. Health Care Management Sci. 20:207–220.Crossref, Google Scholar
- (2012) Hospital Operations: Principles of High Efficiency Health Care (FT Press, Upper Saddle River, NJ).Google Scholar
- (2025) Prediction-driven surge planning with application to emergency department nurse staffing. Management Sci. 71(3):2079–2126.Link, Google Scholar
- (2004) Valuing physician on-call compensation. Compensation Benefits Rev. 36(2):54–61.Crossref, Google Scholar
- (2009) Paying for call coverage: What you should know: If your physicians expect payment for being on call to provide emergency services, do you know how to ensure they receive a fair market value rate for their services? Healthcare Financial Management 63(7):84–89.Google Scholar
- (2015) A two-stage stochastic integer programming approach to integrated staffing and scheduling with application to nurse management. Oper. Res. 63(6):1431–1451.Link, Google Scholar
- (2021) The evolving structure of multi-hospital systems in the US: Focus on California. Health 13(7):757–765.Crossref, Google Scholar
- (2021) Surge capacity deployment in hospitals: Effectiveness of response and mitigation strategies. Manufacturing Service Oper. Management 23(2):367–387.Abstract, Google Scholar
- (2020) Data analytics in operations management: A review. Manufacturing Service Oper. Management 22(1):158–169.Link, Google Scholar
- (2004) On-call work and health: A review. Environ. Health 3(1):15.Crossref, Google Scholar
- (2014) Developing strategies for on-call staffing: A working guideline for safe practices. AORN J. 100(4):369–375.Crossref, Google Scholar
- (2022) Staff planning for hospitals with implicit cost estimation and stochastic optimization. Production Oper. Management. 31(3):1271–1289.Crossref, Google Scholar
- (2017) Integrated anesthesiologist and room scheduling for surgeries: Methodology and application. Oper. Res. 65(6):1460–1478.Link, Google Scholar
- (2015) The accuracy of surgeons’ provided estimates for the duration of hysterectomies: A pilot study. J. Minimally Invasive Gynecology 22(1):57–65.Crossref, Google Scholar
- (2009) Resolution method for mixed integer bi-level linear problems based on decomposition technique. J. Global Optim. 44(1):29–51.Crossref, Google Scholar
- (2009) On-call duties usually mean additional pay. Clinical Neurology News (May/June), https://cdn.mdedge.com/files/s3fs-public/issues/articles/70131_main_22.pdf.Google Scholar
- (2010) Statsmodels: Econometric and statistical modeling with python. SciPy 7(1):92–96.Google Scholar
- (2018) Consistent staffing for long-term care through on-call pools. Production Oper. Management 27(12):2144–2161.Crossref, Google Scholar
- (2021) Tail-heaviness, asymmetry, and profitability forecasting by quantile regression. Management Sci. 67(8):5209–5233.Link, Google Scholar
- (2014) Robust optimization using machine learning for uncertainty sets. Preprint, submitted July 4, https://arxiv.org/abs/1407.1097.Google Scholar
- (2013) Personnel scheduling: A literature review. Eur. J. Oper. Res. 226(3):367–385.Crossref, Google Scholar
- (2021) Operating room planning and scheduling for outpatients and inpatients: A review and future research. Oper. Res. Health Care 31:100323.Crossref, Google Scholar
- (2022a) Planning and scheduling in healthcare for better care coordination: Current understanding, trending topics, and future opportunities. Production Oper. Management 31(12):4407–4423.Crossref, Google Scholar
- (2022b) Adaptive capacity planning for ambulatory surgery centers. Manufacturing Service Oper. Management 24(6):3135–3157.Link, Google Scholar
- (2024) Dynamic interday and intraday scheduling. Oper. Res. 72(1):317–335.Link, Google Scholar
- (2013) Solving two-stage robust optimization problems using a column-and-constraint generation method. Oper. Res. Lett. 41(5):457–461.Crossref, Google Scholar

