How would you know anything about your data without doing some statistical analysis. I'm not sure if you're saying some statistics are gathered or that any statistics are hard.
The distinction is between trivial and non-trivial statistics. If I test a drug which cures 90 patients out of 100, vs. a placebo that cures none, I don't need to quote a p-value. The drug works.
