Validate Before Acting
While AI assists me in exploring concepts and discovering patterns, all findings are just a starting point for me. I always check the validity of the data first, think about other possible reasons behind it, and make sure that I am able to articulate my logic.
Match Validation to Risk
Every task doesn’t necessarily demand equal scrutiny. I vary my level of scrutiny according to the business ramifications, stakeholder ramifications, and how easily the mistake can be reversed, helping me do things efficiently without compromising my analysis.
Own the Outcome
Using AI does not transfer responsibility. Whether an insight comes from a dashboard, a language model, or my own analysis, I am accountable for the recommendations I present and the decisions they support. My goal is to use AI to strengthen human judgment—not replace it.
William Dvorak | Marketing Analytics & AI Portfolio 