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Day 2 of People Analytics World was another outstanding day of ideas and energy. The conversations continued to raise the bar with practical insight and forward thinking from every speaker. The theme across sessions stayed strong: AI is not a future problem. It’s here and it’s forcing every team to move smarter and lead with trust. Hayley Bresina opened with one of the most important takeaways of the week. AI readiness isn’t about tools, it’s about trust. Her framework for explainable metrics and defensible logic hit directly on what leaders need most right now. Carla Williams reminded everyone where the real impact happens. Her insights on empowering front line managers with AI showed how smarter decision support drives retention and productivity across the business. Vijay Swaminathan took the conversation from inspiration to finance reality. His model for quantifying AI’s ROI through workload level simulations was a masterclass in turning promise into measurable business value. Maddie Oliver delivered a standout session on Skills Risk Radar. Her approach to combining internal and market signals gave leaders a finance ready way to protect critical capability before it becomes a problem. Patricia Frost and Marquam Piros from Seagate shared an inspiring look at how AI can elevate human potential when integrated across both business and people strategy. They also outlined Seagate’s concrete steps toward becoming an AI forward organization, showing what responsible adoption and measurable impact look like in practice. Dr. Denise Turley, Lilia Hayrapetyan, Ph.D., Ketaki Sodhi, PhD, and Arjun Asokakumar, MMA, CHRL tackled the challenge every team faces. Their discussion on AI pilots was refreshingly honest, showing how to scale or stop responsibly without draining capacity or credibility. Sunil Meharia wrapped up my time at PAW. I gladly cut it a little close catching my flight to make sure I didn’t miss his talk. His session on automated HR data governance proved that speed and control can coexist when access, auditability, and accountability are designed right from the start. Each day was impactful in its own way and both have been a reminder of how fast this field is evolving. Until next time NYC, see you in December for the next Strategic HR Analytics Meetup!