LSPERF18-BP03 Create integrated dashboards showing both performance and metrics
The integrated dashboards combine performance and metrics into clear visualizations. Teams gain complete system visibility through real-time data, which enables direct decision-making and reduces process delays. The system enhances operations while maintaining scientific integrity and patient safety standards. Teams use this data to optimize systems while meeting medical and regulatory requirements.
Desired outcome: Deploy integrated dashboards with real-time visualization of performance and metrics, providing complete system visibility that enables immediate decision-making, reducing process delays, and allows teams to optimize operations while maintaining scientific integrity and patient safety standards.
Level of risk exposed if this best practice is not established: Medium
Implementation guidance
To effectively implement integrated monitoring systems, develop comprehensive dashboards that seamlessly combine technical performance metrics with audit indicators in clear, actionable visualizations. These unified interfaces should present real-time data streams that provide complete system visibility to both technical and scientific stakeholders, reducing information silos that typically delay decision-making processes.
Configure the dashboards to display critical performance parameters (such as response times, throughput, and resource utilization) alongside relevant metrics (including data quality indicators, validation status, and regulatory adherence scores). This integrated approach enables cross-functional teams to make informed, data-driven decisions without process delays that often occur when metrics are segregated across different systems.
Implement automated alerting mechanisms that notify appropriate personnel when metrics approach predefined thresholds, allowing proactive intervention before issues impact operations. The monitoring system should maintain comprehensive audit trails that document both performance optimizations and regulatory adherence, supporting regulatory requirements while enabling continuous improvement.
Implementation steps
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Deploy Amazon CloudWatch dashboards with custom generative AI performance widgets.
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Integrate AWS Audit Manager metrics for visualization.
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Implement Amazon EventBridge for real-time alerts on threshold violations.
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Use Quick for interactive data exploration and analysis.
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Configure AWS Systems Manager for automated remediation workflows.