Lake Powell may drop below the hydropower threshold before year’s end, a stark warning for 40 million users. 2026 sees flows 20 % lower than 2000 levels, and state negotiations have collapsed twice. Machine‑learning tools now model the Colorado River dynamics, giving planners data‑driven choices for water allocation. Practitioners can deploy these models to forecast scarcity and negotiate agreements.