Words may be an end result from the perspective of the person who formulates a verbal explanation to encapsulate the statistical choices she / he has made. (Let's call this person the speaker.)
But from the listener's perspective, the statistical work is only beginning. The listener must decide things like:
Is the speaker reliable / knowledgeable / capable of making reasonable inferences from the data / sincere / honest / ironic / manipulative / driven by an agenda, etc.
And someone observing the listener (which could be the initial speaker, or a third party) must make similar decisions about what the listener says in response to the speaker's utterances. Then if the person observing the listener makes a statement…. It’s a hall of mirrors.
Or as you say in your subtitle, “Information is never without uncertainty.”