% Chance to increase potential tier?

I hate when people say this on any thread about probabilities. Of course it's random but there is still a set chance of it happening.

You realize you did the same thing right?

How do you know it's a set chance? What if it's a base chance that is modified by a multiplier randomized by the server for an undetermined period of time? Huh?