Interesting thread. Altough I am late to this I am keen to know how eveyone tested their outputs? Schools generally dont grant access to their live SIMS schools data as it could breach GDPR guidlines. Is their a SIMS test sandbox enviroment that eveyone uses? As a parent I would not be over the moon if my childs and my personal data was being used for competitive purpose and gain.