Persistent annotations are created on a scorecard that combines multi-dimensional as well as fixed value data. The annotations uniquely defined by the scorecard view definition and by the retrieved scorecard data, are independent of the data's dimensionality enabling persistence of the annotations with the data and definition even when the scorecard is reconfigured. The annotations may include a “bubble-up” feature, where a hierarchical structure of the scorecard is inherited by the annotations. Threaded discussions and updated document lists are enabled around the annotations with appropriate permissions and/or credentials.