The Impact of Work Load on Service Time and Patient Safety: An Econometric Analysis of Hospital Operations

Much of prior work in the area of service operations management has assumed service rates to be exogenous to the level of load on the system. Using operational data from patient transport services and cardiothoracic surgery---two vastly different health-care delivery services---we show that the processing speed of service workers is influenced by the system load. We find that workers accelerate the service rate as load increases. In particular, a 10% increase in load reduces length of stay by two days for cardiothoracic surgery patients, whereas a 20% increase in the load for patient transporters reduces the transport time by 30 seconds. Moreover, we show that such acceleration may not be sustainable. Long periods of increased load (overwork) have the effect of decreasing the service rate. In cardiothoracic surgery, an increase in overwork by 1% increases length of stay by six hours. Consistent with prior studies in the medical literature, we also find that overwork is associated with a reduction in quality of care in cardiothoracic surgery---an increase in overwork by 10% is associated with an increase in likelihood of mortality by 2%. We also find that load is associated with an early discharge of patients, which is in turn correlated with a small increase in mortality rate.

[1]  L. Green Capacity Planning and Management in Hospitals , 2005 .

[2]  L. Aiken,et al.  Hospital nurse staffing and patient mortality, nurse burnout, and job dissatisfaction. , 2002, JAMA.

[3]  X. M. Huang,et al.  A planning model for requirement of emergency beds. , 1995, IMA journal of mathematics applied in medicine and biology.

[4]  Stephen G. Powell,et al.  Throughput in Serial Lines with State-Dependent Behavior , 2004, Manag. Sci..

[5]  Kenneth L. Schultz,et al.  Modeling and worker motivation in JIT production systems , 1998 .

[6]  Guo Zhaojiang,et al.  Fatigue among Clinicians and the Safety of Patients , 2008 .

[7]  J A Caldwell,et al.  The impact of fatigue in air medical and other types of operations: a review of fatigue facts and potential countermeasures. , 2001, Air medical journal.

[8]  Drew Dawson,et al.  Work hours and reducing fatigue-related risk: good research vs good policy. , 2005, JAMA.

[9]  Gerard F Anderson,et al.  U.S. health care spending in an international context. , 2004, Health affairs.

[10]  John W. Boudreau,et al.  The Effects of Low Inventory on the Development of Productivity Norms , 1999 .

[11]  E P Steinberg,et al.  Hospital readmissions in the Medicare population. , 1984, The New England journal of medicine.

[12]  Tuula S Kurki Prediction of outcome in cardiac surgery. , 2002, The Mount Sinai journal of medicine, New York.

[13]  Linda V. Green,et al.  A Multiple Dispatch Queueing Model of Police Patrol Operations , 1984 .

[14]  L. Green,et al.  Strategies for cutting hospital beds: the impact on patient service. , 2001, Health services research.

[15]  Ahmet Çakir,et al.  Visual Display Terminals: A Manual Covering Ergonomics, WorkPlace Design, Health and Safety, Task Organization , 1980 .

[16]  N Nishihara,et al.  Productivity and fatigue. , 2004, Indoor air.

[17]  D. Dranove The Economic Evolution of American Health Care: From Marcus Welby to Managed Care , 2000 .

[18]  K. Moinzadeh,et al.  The Impact of Discharge Decisions on Health Care Quality , 1998 .

[19]  T. B. Crabill Optimal Control of a Service Facility with Variable Exponential Service Times and Constant Arrival Rate , 1972 .

[20]  Sheldon Howard Jacobson,et al.  Modeling aviation baggage screening security systems: a case study , 2003 .

[21]  Shaler Stidham,et al.  Monotonic and Insensitive Optimal Policies for Control of Queues with Undiscounted Costs , 1989, Oper. Res..

[22]  Linda Greiner Sprague Capacity planning for hospitals , 1973 .

[23]  Stefanos A. Zenios,et al.  Outcomes-Adjusted Reimbursement in a Health-Care Delivery System , 2001, Manag. Sci..

[24]  Xiaolan Xie,et al.  OPTIMIZATION METHODS FOR SURGERY PLANNING UNDER UNCERTAIN DEMAND FOR EMERGENCY SURGERY , 2006 .

[25]  Dimitri P. Bertsekas,et al.  Dynamic Programming and Optimal Control, Two Volume Set , 1995 .

[26]  Ben Wang,et al.  Managing Patient Service in a Diagnostic Medical Facility , 2006, Oper. Res..

[27]  L. Scott,et al.  Effects of critical care nurses' work hours on vigilance and patients' safety. , 2006, American journal of critical care : an official publication, American Association of Critical-Care Nurses.

[28]  N. K. Kwak,et al.  A Linear Goal Programming Model for Human Resource Allocation in a Health-Care Organization , 1997, Journal of Medical Systems.

[29]  M. I. Henig,et al.  Reservation planning for elective surgery under uncertain demand for emergency surgery , 1996 .

[30]  I. Toumpoulis,et al.  Does EuroSCORE predict length of stay and specific postoperative complications after cardiac surgery? , 2005, European journal of cardio-thoracic surgery : official journal of the European Association for Cardio-thoracic Surgery.

[31]  V. Smith-Daniels,et al.  Capacity Management in Health Care Services: Review and Future Research Directions* , 1988 .

[32]  Jack Needleman,et al.  Nurse staffing in hospitals: is there a business case for quality? , 2006, Health affairs.

[33]  L Setyawati,et al.  Relation between feelings of fatigue, reaction time and work productivity. , 1995, Journal of human ergology.

[34]  J. Newhouse Reimbursing Health Plans and Health Providers: Efficiency in Production versus Selection , 1996 .

[35]  S. Lemeshow,et al.  European system for cardiac operative risk evaluation (EuroSCORE). , 1999, European journal of cardio-thoracic surgery : official journal of the European Association for Cardio-thoracic Surgery.

[36]  J. A. N. Eedleman,et al.  Nurse-Staffing Levels and the Quality of Care in Hospitals , 2002 .

[37]  J. Michael Harrison,et al.  Dynamic Control of a Queue with Adjustable Service Rate , 2001, Oper. Res..

[38]  Bradley G Hammill,et al.  Validation of European System for Cardiac Operative Risk Evaluation (EuroSCORE) in North American cardiac surgery. , 2002, European journal of cardio-thoracic surgery : official journal of the European Association for Cardio-thoracic Surgery.

[39]  A. Cameron,et al.  Microeconometrics: Methods and Applications , 2005 .

[40]  M. Pauly,et al.  A New Approach to Hospital Cost Functions and Some Issues in Revenue Regulation , 1983, Health care financing review.

[41]  Noah Gans,et al.  Estimating the Operational Impact of Container Inspections at International Ports , 2010, Manag. Sci..