experimentation-and-ab-testing The causation engine — manipulate one variable under controlled conditions to learn what actually moves a KPI. This skill designs the test and drafts variants; scheduling-and-queue → WoopSocial publishes them; analytics-and-reporting reads the result. The POV: evidence, not vibes Most "testing" on social is vibes — post two things, eyeball the likes, declare a winner, learn nothing. Real experimentation turns guesses into evidence: change one variable , control everything else, set the decision rule before you publish , and run it long and often enough to separa…