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Process mining is an underutilized clinical research tool in transfusion medicine
Jason G Quinn1, David M Conrad1, Calvino K Cheng1
1Department of Pathology and Laboratory Medicine, Division of Hematopathology, Dalhousie University, Halifax, Nova Scotia, Canada.
Transfusion
|February 7, 2017
Summary
Key performance indicators (KPIs) have limitations in evaluating blood bank inventory efficiency. Process mining offers a more comprehensive, process-centric approach to analyze and improve blood supply chain management and performance.
Area of Science:
- Healthcare Management
- Supply Chain Logistics
- Data Analytics
Background:
- Transfusion services rely on Key Performance Indicators (KPIs) to assess inventory efficiency.
- Current KPI-based evaluations may not fully capture the complexities of blood bank inventory management.
- Blood supply chains are influenced by numerous internal and external factors impacting inventory performance.
Purpose of the Study:
- To identify limitations in current KPI-based evaluations of blood bank inventory efficiency.
- To propose process mining as a superior methodology for blood bank inventory management research.
- To enhance understanding of blood supply chain dynamics and improve inventory flows.
Main Methods:
- Review of current limitations in KPI-based inventory performance evaluation.
- Introduction of process mining as an analytical methodology for blood bank inventory research.
- Utilizing data from modern laboratory information systems for process mining analysis.
Main Results:
- Key Performance Indicators (KPIs) are insufficient for fully understanding the intricate processes within blood bank inventories.
- Process mining is well-suited for analyzing blood bank inventory data due to the comprehensive tracking capabilities of modern systems.
- The transit of blood products involves complex interactions that KPIs may not adequately represent.
Conclusions:
- Process mining, an established analytical tool, can be effectively applied to blood bank inventory management.
- Transitioning from a value-centric (KPI) to a process-centric (process mining) view can improve inventory insights.
- Laboratory information systems data can be leveraged with commercial applications for process mining in blood banks.
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