Process and culture
| LSPERF18: How do you foster a culture that values performance efficiency without compromising scientific rigor or patient safety? |
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Establish cross-functional performance reviews where IT and scientists collaborate on optimization goals. Create documented performance standards that align with validation requirements. Implement monitoring dashboards showing both system performance and metrics, empowering teams to make data-driven improvements without compromising scientific integrity or patient safety.
| LSPERF19: How do you load test and benchmark your applications and workflows? |
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Implement automated load testing using IaaC to deploy consistent test environments. Benchmark scientific workflows against predefined performance metrics while capturing validation evidence. Schedule regular performance tests with simulated research and clinical data loads to identify bottlenecks before they impact production operations.
Best practices
LSPERF18-BP01 Perform cross-functional performance reviews between IT and scientists
LSPERF18-BP02 Document performance standards aligned with validation requirements
LSPERF18-BP03 Create integrated dashboards showing both performance and metrics
LSPERF19-BP01 Implement infrastructure as code for consistent test environments
LSPERF19-BP02 Establish comprehensive performance metrics and evidence collection
LSPERF19-BP03 Schedule regular performance tests with production-representative data loads
