Modeling Hourly Productivity of Advanced Practice Clinicians in the Emergency Department

Introduction: Advance practice clinicians (APC) play significant roles in academic and community emergency departments (ED). In attendings and residents, prior research demonstrated that productivity is dynamic and changes throughout a shift in a predictable way. However, this has not been studied i...

Full description

Saved in:
Bibliographic Details
Main Authors: Bryan A. Stenson, Peter S. Antkowiak, David T. Chiu, Leon D. Sanchez, Joshua W. Joseph
Format: Article
Language:English
Published: eScholarship Publishing, University of California 2025-01-01
Series:Western Journal of Emergency Medicine
Online Access:https://escholarship.org/uc/item/7zm169jw
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1850047807843467264
author Bryan A. Stenson
Peter S. Antkowiak
David T. Chiu
Leon D. Sanchez
Joshua W. Joseph
author_facet Bryan A. Stenson
Peter S. Antkowiak
David T. Chiu
Leon D. Sanchez
Joshua W. Joseph
author_sort Bryan A. Stenson
collection DOAJ
description Introduction: Advance practice clinicians (APC) play significant roles in academic and community emergency departments (ED). In attendings and residents, prior research demonstrated that productivity is dynamic and changes throughout a shift in a predictable way. However, this has not been studied in APCs. The primary outcome of this study was to model productivity for APCs in community EDs to determine whether it changes during a shift similar to the way it does for attendings and residents. Methods: This was a retrospective, observational analysis of 10-hour APC shifts at two suburban hospitals, worked by 14 total individuals. We examined the number of patients seen per hour of the shift by experienced APCs who see all acuity and staff all patients with an attending. We used a generalized estimating equation to construct the model of hour-by-hour productivity change. Results: We analyzed 862 shifts over one year across two sites, with three shift start times. Site 1 10 am–8 pm saw an average of 13.31 (95% confidence interval [CI] 13.02–13.63) patients per shift; Site 2 8 am–6 pm saw an average of 12.64 (95% CI 12.32–13.06) patients per shift; Site 2 4 pm–2 am saw an average of 12.53 (95% CI 12.04–12.82) patients per shift. Across all sites and shifts, hour 1 saw the highest number of patients. Each subsequent hour was associated with a small, statistically significant decrease over the previous hours. This was most pronounced in the shift’s last two hours. Conclusion: The productivity of APCs demonstrates a similar pattern of hourly declines observed in both resident and attending physicians. This corroborates prior findings that patients per hour is a dynamic variable, decreasing throughout a shift. This provides further external validity to prior research to include both APCs and community EDs. These departments must take this phenomenon into account, as it has scheduling and operational consequences.
format Article
id doaj-art-8adb30eabb7b4b03ae8024ea24cf5a40
institution DOAJ
issn 1936-900X
1936-9018
language English
publishDate 2025-01-01
publisher eScholarship Publishing, University of California
record_format Article
series Western Journal of Emergency Medicine
spelling doaj-art-8adb30eabb7b4b03ae8024ea24cf5a402025-08-20T02:54:07ZengeScholarship Publishing, University of CaliforniaWestern Journal of Emergency Medicine1936-900X1936-90182025-01-0126229530010.5811/westjem.2129821298Modeling Hourly Productivity of Advanced Practice Clinicians in the Emergency DepartmentBryan A. Stenson0Peter S. Antkowiak1David T. Chiu2Leon D. Sanchez3Joshua W. Joseph4Beth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, MassachusettsBeth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, MassachusettsBeth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, MassachusettsBrigham and Women’s Faulkner Hospital, Department of Emergency Medicine, Boston, MassachusettsBrigham and Women’s Hospital, Department of Emergency Medicine, Boston, MassachusettsIntroduction: Advance practice clinicians (APC) play significant roles in academic and community emergency departments (ED). In attendings and residents, prior research demonstrated that productivity is dynamic and changes throughout a shift in a predictable way. However, this has not been studied in APCs. The primary outcome of this study was to model productivity for APCs in community EDs to determine whether it changes during a shift similar to the way it does for attendings and residents. Methods: This was a retrospective, observational analysis of 10-hour APC shifts at two suburban hospitals, worked by 14 total individuals. We examined the number of patients seen per hour of the shift by experienced APCs who see all acuity and staff all patients with an attending. We used a generalized estimating equation to construct the model of hour-by-hour productivity change. Results: We analyzed 862 shifts over one year across two sites, with three shift start times. Site 1 10 am–8 pm saw an average of 13.31 (95% confidence interval [CI] 13.02–13.63) patients per shift; Site 2 8 am–6 pm saw an average of 12.64 (95% CI 12.32–13.06) patients per shift; Site 2 4 pm–2 am saw an average of 12.53 (95% CI 12.04–12.82) patients per shift. Across all sites and shifts, hour 1 saw the highest number of patients. Each subsequent hour was associated with a small, statistically significant decrease over the previous hours. This was most pronounced in the shift’s last two hours. Conclusion: The productivity of APCs demonstrates a similar pattern of hourly declines observed in both resident and attending physicians. This corroborates prior findings that patients per hour is a dynamic variable, decreasing throughout a shift. This provides further external validity to prior research to include both APCs and community EDs. These departments must take this phenomenon into account, as it has scheduling and operational consequences.https://escholarship.org/uc/item/7zm169jw
spellingShingle Bryan A. Stenson
Peter S. Antkowiak
David T. Chiu
Leon D. Sanchez
Joshua W. Joseph
Modeling Hourly Productivity of Advanced Practice Clinicians in the Emergency Department
Western Journal of Emergency Medicine
title Modeling Hourly Productivity of Advanced Practice Clinicians in the Emergency Department
title_full Modeling Hourly Productivity of Advanced Practice Clinicians in the Emergency Department
title_fullStr Modeling Hourly Productivity of Advanced Practice Clinicians in the Emergency Department
title_full_unstemmed Modeling Hourly Productivity of Advanced Practice Clinicians in the Emergency Department
title_short Modeling Hourly Productivity of Advanced Practice Clinicians in the Emergency Department
title_sort modeling hourly productivity of advanced practice clinicians in the emergency department
url https://escholarship.org/uc/item/7zm169jw
work_keys_str_mv AT bryanastenson modelinghourlyproductivityofadvancedpracticecliniciansintheemergencydepartment
AT petersantkowiak modelinghourlyproductivityofadvancedpracticecliniciansintheemergencydepartment
AT davidtchiu modelinghourlyproductivityofadvancedpracticecliniciansintheemergencydepartment
AT leondsanchez modelinghourlyproductivityofadvancedpracticecliniciansintheemergencydepartment
AT joshuawjoseph modelinghourlyproductivityofadvancedpracticecliniciansintheemergencydepartment