DocumentCode :
239213
Title :
Sensitivity analysis for a whole hospital system dynamics model
Author :
Smith, Raymond L. ; Roberts, Stephen D.
Author_Institution :
Edward P. Fitts Dept. of Ind. & Syst. Eng., North Carolina State Univ., Raleigh, NC, USA
fYear :
2014
fDate :
7-10 Dec. 2014
Firstpage :
1305
Lastpage :
1316
Abstract :
This paper presents a sensitivity analysis of unit capacity and patient flow for a hospital-wide system consisting of interdependent clinical and ancillary departments. The research employs system dynamics to model a hospital-wide system representative of a medium size, semi-urban, acute care community hospital. A sensitivity analysis using regression methods examines emergency department performance in the context of the hospital-wide system using a modified formulation of the Overall Equipment Effectiveness (OEE) hierarchy of metrics as a key performance indicator. The modified OEE metric demonstrates its usefulness first for the purpose of conducting a group screening design, and second for the purpose of performing the sensitivity analysis. The main results of the sensitivity analysis indicate that emergency department performance depends significantly on the unit capacity and patient flow in departments hospital-wide. More importantly, the analysis provides quantitative insight into the factors deemed to be important, their interactive relationships across departments, and their overall relative importance. These findings are useful for recommending hospital-wide performance improvement initiatives.
Keywords :
hospitals; regression analysis; sensitivity analysis; OEE hierarchy formulation; emergency department performance; group screening design; hospital-wide performance improvement initiatives; hospital-wide system; hospital-wide system representative; interdependent ancillary departments; interdependent clinical departments; medium size semiurban acute care community hospital; modified overall equipment effectiveness hierarchy formulation; patient flow; regression methods; sensitivity analysis; unit capacity; whole hospital system dynamics model; Analytical models; Hospitals; Medical diagnostic imaging; Radiology; Sensitivity analysis; Surgery;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Simulation Conference (WSC), 2014 Winter
Conference_Location :
Savanah, GA
Print_ISBN :
978-1-4799-7484-9
Type :
conf
DOI :
10.1109/WSC.2014.7019986
Filename :
7019986
Link To Document :
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