An object model and a user interface (UI) enable users of a scorecard application to define an order and categorization of elements including header and row components to break out the scorecard data for effective presentation of multidimensional scorecard views combined with data from non-multidimensional sources. Users are provided options to select individual or sets of members, or to provide queries that select sets of metrics for the scorecard view. Header components are defined at predetermined depth of layers enabling the user to view categorized metrics. Additional columns providing attribute information associated with the metrics can also be inserted in selected places within the scorecard matrix using the editing UI.