The idea is that the data you upload, will be displayed to you (and then others), and you can choose to compare that dataset either against a previous run that you did, or other variables.
I expect different people will wish to analyse the data in different ways.
For me personally - and maybe selfishly, I wanted to compare initially against my own results, so I can make adjustments to my system and see how they affect each stage. - These will be presented to everyone, for better or worse.
Seeing how things compare on other systems will be great too.
Data analysis can be a complex matter in itself, yes we are talking another PHD :D. Presenting it in a manner that is ideal for everyone won’t likely be possible, however we can work at some pretty graphs etc. The idea isn’t to make it a race to show who is at the top/who has the fastest system- ultimately that data will be very valuable to see the system spec of how/why that was achieved.
However it may not be the case that 1 system is the fastest at all stages, so I’ll let the user choose if they want the data ordered by date/user/fastest alignment/fastest depth map/fastest model creation/fastest texturing/gfx card/cpu/ etc… to which they can make the comparison. - I suppose a few default calculations could be done to say “Your computer sucks, it is 22448% slower than the fastest shown here.” etc :D … Then you can try and see why. It will probably make me full of buyer’s remorse. 