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==Data integration== {{See also|K'aute data model|Category:AWS}} Current data work to date has been focused on collation and integration of available data in a centralised place. Automated workflows are in place to load and manage data from Indici and Kotahi; Aiga data is being left in place and merged on-demand via Power BI. There may be a need to ingest data from other sources over time. Data integration activity here has two main strands. ===Data pipelines=== Ongoing work is needed to extend, monitor and improve existing pipelines. This is about getting cleaned and organised structured data into an accessible place, along with monitoring and integrity checking processes. ===Analysis objects=== With required data in place, new analysis objects need to be built to make good use of it. For example, a 'risk stratification' view could be built which flags data points indicative of risk and compiles a summary per family/individual. This might use data from all available sources in the data store, push it to analytics platform and/or notify stakeholders directly. Some of these are already built and being used in existing apps/processes, but development of Wellbeing model will require definition of more of these - subject to more detail on the operational detail of what data needs to go where. ===Next steps=== # Monitoring process for data quality and integrity # Ongoing security work around AWS infrastructure<ref>See also: [[AWS Config]].</ref> # Work with project team around operational workflow for Wellbeing model: ## Process map ## BA work around technical/user requirements ## Development of processes where required ## Documentation etc.
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