As with other business intelligence tools, ultimately it is your responsibility to ensure you manage the quality of your data as Anna's insights will only be as good as the data she has access to!

However, Hyper Anna’s data ingestion process has been developed to ensure data quality, by standardising data fields (such as dates) to match Anna’s requirements. As part of the ingestion process, Anna provides recommendations about the quality of your data, to ensure that the insights and visualisations are based on a complete dataset . As an example, Anna will suggest the user to exclude fields where there are a significant number of missing values in the column.

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