Will AI replace Solar Energy Systems Engineers?
AI can do 72% of the work Solar Energy Systems Engineers do at least twice as fast. Real use has not caught up: none of their tasks show up in real AI use yet, but AI could speed up 9 of them. 4 still need a person.
AI is already doing this0 · 0% of time
People already use AI for these tasks in real work, based on Anthropic's analysis of how Claude is used.
- Real AI use has not reached any of this job's tasks yet.
AI could do this next9 · 72% of time
AI can speed these up by at least half, but real use has not caught up yet. These are next in line.
- Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.20% of time
- Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.15% of time
- Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.11% of time
- Develop design specifications and functional requirements for residential, commercial, or industrial solar energy systems or components.9% of time
- Create plans for solar energy system development, monitoring, and evaluation activities.6% of time
- Perform thermal, stress, or cost reduction analyses for solar systems.5% of time
- Develop standard operation procedures and quality or safety standards for solar installation work.3% of time
- Create checklists for review or inspection of completed solar installation projects.3% of time
- Design or develop vacuum tube collector systems for solar applications.under 1% of time
Still needs a person4 · 28% of time
No real AI use, no proven AI speedup and no robot that can do it yet. This is the part of the job to build on.
- Provide technical direction or support to installation teams during installation, start-up, testing, system commissioning, or performance monitoring.10% of time
- Conduct engineering site audits to collect structural, electrical, and related site information for use in the design of residential or commercial solar power systems.10% of time
- Review specifications and recommend engineering or manufacturing changes to achieve solar design objectives.6% of time
- Test or evaluate photovoltaic (PV) cells or modules.1% of time
Your week is not the average
Describe what you actually do and get a personal report: your own tasks, what AI can already do, what stays yours and a 90 day plan.
What this means
AI can do most of this work faster, but a real part of the job still needs a person. Real use is still behind at 0 out of 100, so the change here is only getting started. The people who learn which tasks to hand off will pull ahead.
What to do next
- Get ahead on the 9 tasks AI could do next. These move as tools improve, so learning them early pays off.
- Build on the 4 tasks that stay human. This is where your judgment, skill and relationships matter most.
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