Predictive Modeling for Hospital Readmissions and Resource Allocation

Predictive modeling in healthcare has revolutionized hospital operations by enabling proactive patient management and optimizing resource allocation. This study synthesizes insights from interviews conducted across three hospital case studies to examine the impact of predictive modeling on patient outcomes, resource efficiency, and healthcare delivery. Key themes include integration challenges, staff training, community engagement, continuous model refinement, and data privacy. Findings highlight the transformative potential of predictive analytics in enhancing patient care and operational efficiency, while emphasizing the importance of stakeholder collaboration and ethical data use.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-10-05
DOI
https://doi.org/10.5281/zenodo.13892975
Primary Topic
Healthcare Operations and Scheduling Optimization
Type
article
Field-Weighted Citation Impact
0.00
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article

Predictive Modeling for Hospital Readmissions and Resource Allocation

Zenodo (CERN European Organization for Nuclear Research)
Healthcare Operations and Scheduling Optimization
article

Predictive Modeling for Hospital Readmissions and Resource Allocation

article en

Abstract

Predictive modeling in healthcare has revolutionized hospital operations by enabling proactive patient management and optimizing resource allocation. This study synthesizes insights from interviews conducted across three hospital case studies to examine the impact of predictive modeling on patient outcomes, resource efficiency, and healthcare delivery. Key themes include integration challenges, staff training, community engagement, continuous model refinement, and data privacy. Findings highlight the transformative potential of predictive analytics in enhancing patient care and operational efficiency, while emphasizing the importance of stakeholder collaboration and ethical data use.

Zenodo (CERN European Organization for Nuclear Research)
Decent work and economic growth
Openalex Percentile: Top 43%
Healthcare Operations and Scheduling Optimization
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Predictive Modeling for Hospital Readmissions and Resource Allocation · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS