Abstract: Embodiments are directed to embodiments are directed to managing visualizations of data. A visualization based on data from a data source may be provided such that the visualization includes marks that are associated with values from the data source. A prediction query that includes a predicted value field may be provided based on the visualization such that the prediction query may be associated with a prediction model type. Prediction models may be generated based on the prediction model type and the data from the data source that is associated with the marks. Predicted values associated with the predicted value field may be generated using the prediction models. Predicted marks may be generated based on the predicted values such that the predicted marks are included in the visualization. In response to modifications of the visualization, updated prediction models may be generated based on the modification of the visualization.