Implementing Data Lakes in Healthcare Enterprises: Architecture, Benefits, and Challenges

This work will review the process of using data lakes in healthcare companies, focusing on their frameworks, the benefits they provide and the difficulties involved. Bringing structured and unstructured data into a data lake means one can save more data, use analytics better and rely on AI to make decisions. The approach assesses healthcare architectures such as TOGAF and proves faster data absorption, more efficient queries and improved information coverage. Several case studies and prototype experiments explain how clinical research, treating patients and running services have improved. The study confirms that data lakes are helping to modernize healthcare analytics and highlights the need for good governance, interoperability and adherence to regulations for them to work well in healthcare.

Authors

Publication Details

Journal
Computer Fraud & Security
Published
2024-10-31
DOI
https://doi.org/10.52710/cfs.712
Primary Topic
Data Quality and Management
Type
article
Field-Weighted Citation Impact
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article

Implementing Data Lakes in Healthcare Enterprises: Architecture, Benefits, and Challenges

Nikitha Edulakanti
Computer Fraud & Security
Data Quality and Management
article

Implementing Data Lakes in Healthcare Enterprises: Architecture, Benefits, and Challenges

Nikitha Edulakanti
article en

Abstract

This work will review the process of using data lakes in healthcare companies, focusing on their frameworks, the benefits they provide and the difficulties involved. Bringing structured and unstructured data into a data lake means one can save more data, use analytics better and rely on AI to make decisions. The approach assesses healthcare architectures such as TOGAF and proves faster data absorption, more efficient queries and improved information coverage. Several case studies and prototype experiments explain how clinical research, treating patients and running services have improved. The study confirms that data lakes are helping to modernize healthcare analytics and highlights the need for good governance, interoperability and adherence to regulations for them to work well in healthcare.

Computer Fraud & Security
Openalex Percentile: Top 64%
Data Quality and Management
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