Stress on the Ward - An Empirical Study of the Nonlinear Relationship between Organizational Workload and Service Quality

We discuss the impact of organizational workload on professional service outcomes, such as survival rates in hospitals. The prevailing view in the literature is that service quality deteriorates when organizational workload increases. In contrast, we argue that the relationship between workload and service outcomes is nonlinear and that there is a quality-optimal workload level. Whilst outcomes deteriorate with increasing workload when workload levels are already high, they will improve if workload increases from a low level. We reach this hypothesis by combining three perspectives: (i) the queuing theory perspective, with its focus on congestion, (ii) a discretionary choice perspective, with a focus on decisions made by professionals in response to changes in workload, and (iii) an endocrinological perspective, with a focus on the subconscious eff ects of workload on worker performance through the cognitive impact of stress hormones. Using a patient census of 1.4 million patients in 624 departments across 101 hospitals, we provide empirical support for the nonlinearity hypothesis in the context of hospital survival rates. We further discuss the implications for hospital capacity planning and the wider implications for service operations management.

[1]  Harlan M Krumholz,et al.  Effect of door-to-balloon time on mortality in patients with ST-segment elevation myocardial infarction. , 2006, Journal of the American College of Cardiology.

[2]  D. Redelmeier,et al.  Mortality among patients admitted to hospitals on weekends as compared with weekdays. , 2001, The New England journal of medicine.

[3]  C. Mackenzie,et al.  A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. , 1987, Journal of chronic diseases.

[4]  S. Dickerson,et al.  Acute stressors and cortisol responses: a theoretical integration and synthesis of laboratory research. , 2004, Psychological bulletin.

[5]  Peter Haug,et al.  Hospital Workload and Adverse Events , 2007, Medical care.

[6]  S. Lupien,et al.  The effects of stress and stress hormones on human cognition: Implications for the field of brain and cognition , 2007, Brain and Cognition.

[7]  L. Archibald,et al.  Patient density, nurse-to-patient ratio and nosocomial infection risk in a pediatric cardiac intensive care unit. , 1997, The Pediatric infectious disease journal.

[8]  C. Terwiesch,et al.  An Econometric Analysis of Patient Flows in the Cardiac ICU , 2011 .

[9]  J. Guzmán Regression Models for Categorical Dependent Variables Using Stata , 2013 .

[10]  Gary P. Pisano,et al.  Organizational Differences in Rates of Learning: Evidence from the Adoption of Minimally Invasive Cardiac Surgery , 2001, Manag. Sci..

[11]  H. Selye A Syndrome produced by Diverse Nocuous Agents , 1936, Nature.

[12]  J. Fischer,et al.  Experience and endocrine stress responses in neonatal and pediatric critical care nurses and physicians , 2000, Critical care medicine.

[13]  William B. Vogt,et al.  The Volume-Outcome Effect, Scale Economies, and Learning-by-Doing , 2005 .

[14]  S. Sonnentag,et al.  Endocrinological Processes Associated With Job Stress: Catecholamine and Cortisol Responses to Acute and Chronic Stressors , 2006 .

[15]  J. Concato,et al.  A simulation study of the number of events per variable in logistic regression analysis. , 1996, Journal of clinical epidemiology.

[16]  Kamalini Ramdas,et al.  An Empirical Investigation into the Tradeoffs that Impact On-Time Performance in the Airline Industry , 2008 .

[17]  Gay Lee,et al.  The cost of caring. , 2010, Nursing standard (Royal College of Nursing (Great Britain) : 1987).

[18]  Graham K. Rand,et al.  Quantitative Applications in the Social Sciences , 1983 .

[19]  C. Steiner,et al.  Comorbidity measures for use with administrative data. , 1998, Medical care.

[20]  Lawrence C. Marsh Spline Regression Models , 2001 .

[21]  Scott Hamilton,et al.  Association of outcome with early stroke treatment: pooled analysis of ATLANTIS, ECASS, and NINDS rt-PA stroke trials , 2004, The Lancet.

[22]  Stéphane Hugonnet,et al.  The effect of workload on infection risk in critically ill patients* , 2007, Critical care medicine.

[23]  H. Quan,et al.  Coding Algorithms for Defining Comorbidities in ICD-9-CM and ICD-10 Administrative Data , 2005, Medical care.

[24]  P. Schilling,et al.  A Comparison of In-hospital Mortality Risk Conferred by High Hospital Occupancy, Differences in Nurse Staffing Levels, Weekend Admission, and Seasonal Influenza , 2010, Medical care.

[25]  A. Klussmann,et al.  Assessment of salivary cortisol as stress marker in ambulance service personnel: comparison between shifts working on mobile intensive care unit and patient transport ambulance , 2009, International archives of occupational and environmental health.

[26]  T. Schacker,et al.  Clinical and Epidemiologic Features of Primary HIV Infection , 1996, Annals of Internal Medicine.

[27]  D. Cutler,et al.  Queuing for coronary angiography during severe supply-demand mismatch in a US public hospital: analysis of a waiting list registry. , 1999, JAMA.

[28]  Gary P. Pisano,et al.  The Firm Specificity of Individual Performance: Evidence from Cardiac Surgery , 2006, Manag. Sci..

[29]  Peter Brauchli,et al.  Effects of work demands on immunoglobulin A and cortisol in air traffic controllers , 1996, Biological Psychology.

[30]  Richard Williams,et al.  Review of Regression Models for Categorical Dependent Variables Using Stata, Second Edition, by Long and Freese , 2006 .

[31]  Wallace J. Hopp,et al.  Operations Systems with Discretionary Task Completion , 2006, Manag. Sci..

[32]  Jeffrey M. Woodbridge Econometric Analysis of Cross Section and Panel Data , 2002 .

[33]  Jeffrey M. Wooldridge,et al.  Solutions Manual and Supplementary Materials for Econometric Analysis of Cross Section and Panel Data , 2003 .

[34]  A. Torres,et al.  Diagnosing ventilator-associated pneumonia. , 2004, The New England journal of medicine.

[35]  W. Baine,et al.  The Agency for Healthcare Research and Quality , 2006, Italian Journal of Public Health.

[36]  R. Hauger,et al.  Working memory is more sensitive than declarative memory to the acute effects of corticosteroids: a dose-response study in humans. , 1999, Behavioral neuroscience.

[37]  Marian Joëls,et al.  Stress and cognition: are corticosteroids good or bad guys? , 1999, Trends in Neurosciences.

[38]  U. Lundberg,et al.  Stress and workload of men and women in high-ranking positions. , 1999, Journal of occupational health psychology.

[39]  Michael S. Dahl Organizational Change and Employee Stress , 2011, Manag. Sci..

[40]  Nancy Folbre,et al.  The Cost of Caring , 1999 .

[41]  Jan A. Van Mieghem,et al.  The Value of Partial Resource Pooling: Should a Service Network Be Integrated or Product-Focused? , 2009, Manag. Sci..

[42]  Senthil K. Veeraraghavan,et al.  Quality-Speed Conundrum: Trade-offs in Customer-Intensive Services , 2011, Manag. Sci..

[43]  S. Shortell,et al.  Effects of regulation, competition, and ownership on mortality rates among hospital inpatients. , 1988, The New England journal of medicine.

[44]  Anita L. Tucker,et al.  Why Hospitals Don't Learn from Failures: Organizational and Psychological Dynamics That Inhibit System Change , 2003 .

[45]  M. Mcclellan,et al.  Technological Change in Heart-Disease Treatment: Does High Tech Mean Low Value? , 1998 .

[46]  Stephen F. Smith,et al.  Design and Analysis of Diagnostic Service Centers , 2010, Manag. Sci..

[47]  Ethan A Halm,et al.  Is Volume Related to Outcome in Health Care? A Systematic Review and Methodologic Critique of the Literature , 2002, Annals of Internal Medicine.

[48]  B. McEwen,et al.  Selective Retention of Corticosterone by Limbic Structures in Rat Brain , 1968, Nature.

[49]  Christian Terwiesch,et al.  The Impact of Work Load on Service Time and Patient Safety: An Econometric Analysis of Hospital Operations , 2009, Manag. Sci..

[50]  Patrick Royston,et al.  Multivariable Modeling with Cubic Regression Splines: A Principled Approach , 2007 .

[51]  P. Perrewé Employee health, coping and methodologies , 2006 .