The AI Impact Timeline: What to Expect
The impact of AI on Water/Wastewater Engineers is unfolding in stages. By 2028, expect around 40% of tasks to be automated. Routine hydraulic calculations, standard treatment plant designs, and regulatory documentation are prime candidates for AI streamlining, with tools like Bentley WaterGEMS and EPANET AI extensions already in use. This transformation is already underway, reshaping daily workflows.
Junior engineers (0-3 years experience) performing calculations and drafting work are most vulnerable to early AI adoption, with impacts potentially starting as soon as 2026. This signifies an immediate need for adaptation and upskilling for those early in their careers. The focus will shift from execution to oversight and complex problem-solving.
Senior engineers with expertise in complex system design, regulatory relationships, and project management can anticipate a longer career runway, potentially extending to 2030 and beyond. While AI will assist them, their roles will evolve to orchestrate these tools and focus on higher-level strategic planning and stakeholder management.