You work on a digital product team and have run an A/B test on a user experience change intended to improve engagement with a core flow. Early results look promising, but stakeholders want to know whether the lift is real, meaningful, and safe to launch broadly.
What is your experience with A/B testing, and how do you analyze the results? Walk through how you would frame the hypothesis, choose metrics, size the test, interpret significance, and decide whether to ship.