This invention relates to a process for determining the suitability of pyrolysis tar, such as steam cracker tar, for upgrading using hydroprocessing without excessive fouling of the hydroprocessing reactor. The invention includes establishing a reference activity for the thermally treating the pyrolysis tar to produce a treated tar having a lesser reactivity.