There are several ways you can do this, depending on what exactly your needs are. You can use the Score Data node If you know the target in the data you want to score and also want to assess it, you can select Score Holdout Data from the Pipeline Comparison tab.   You can download score code from the Pipeline Comparison tab You can register your model to Model Manager, which can be used to deploy and monitor models. The last 3 bullets are covered here in the documentation: https://go.documentation.sas.com/doc/en/capcdc/v_020/vdmmlcdc/vdmmlug/p1ngioiguc5mmtn1e1wh8l5cew1r.htm   ... View more

You should be able to use the SCORE statement to create a data set with the predicted values for the training data: https://go.documentation.sas.com/doc/en/emhpprcref/15.2/emhpprcref_hpforest_syntax08.htm Or you can use the SAVE statement to create an analytic store ("astore") file that allows you to score new data using that generated file in HP4SCORE: https://go.documentation.sas.com/doc/en/emhpprcref/15.2/emhpprcref_hpforest_syntax07.htm and https://go.documentation.sas.com/doc/en/emhpprcref/15.2/emhpprcref_hp4score_toc.htm     Hope that helps. ... View more