Caffeine does so well it almost doesn't make any sense to take anything else, except for how easy it is to develop a tolerance for Caffeine.
If one makes you giddy and bursting with creative ideas and another gives you drone-like immunity to distractions, they can't be linearly converted to equivalent doses of caffeine.
I think the survey's score chart is best understood as a "how much do you like it" ranking instead of a conversion chart.