assess the need for further underlying standardisation in data quality. Where data cleaning is considered of benefit to the wider community, it will be considered and introduced on a case-by-case basis. Incremental Refreshes| Data Refresh Periods: We are looking towards the use of incremental refreshes rather than full refreshes to update the data within the SSD. Some local authorities have requested the SSD as a set of live views, we are currently testing this and welcome further conversations around this direction. Documentation: Proper documentation of the data model, relationships, and transformations is crucial for maintenance and future optimisation. Our front-end page(s) are maintained in-line with any data or structural changes, being concurrently refreshed. data-to-insight.github.io/ssd-data-model