Will AI replace Hydrologists?

AI can do 85% of the work Hydrologists do at least twice as fast. People already use it for 1 of their 25 tasks, while 18 more are ready but barely used so far. Robots can technically handle 1 physical task. 5 still need a person.

AI is already doing this1 · 17% of time

People already use AI for these tasks in real work, based on Anthropic's analysis of how Claude is used.

  • Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.Mostly automated17% of time

AI could do this next18 · 68% 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 and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions.12% of time
  • Develop computer models for hydrologic predictions.9% of time
  • Study and document quantities, distribution, disposition, and development of underground and surface waters.5% of time
  • Measure and graph phenomena such as lake levels, stream flows, and changes in water volumes.5% of time
  • Evaluate research data in terms of its impact on issues such as soil and water conservation, flood control planning, and water supply forecasting.5% of time
  • Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.4% of time
  • Apply research findings to help minimize the environmental impacts of pollution, waterborne diseases, erosion, and sedimentation.4% of time
  • Conduct research and communicate information to promote the conservation and preservation of water resources.4% of time
  • Prepare hydrogeologic evaluations of known or suspected hazardous waste sites and land treatment and feedlot facilities.3% of time
  • Answer questions and provide technical assistance and information to contractors or the public regarding issues such as well drilling, code requirements, hydrology, and geology.3% of time
  • Develop or modify methods for conducting hydrologic studies.3% of time
  • Evaluate data and provide recommendations regarding the feasibility of municipal projects, such as hydroelectric power plants, irrigation systems, flood warning systems, and waste treatment facilities.3% of time
  • Study and analyze the physical aspects of the earth in terms of hydrological components, including atmosphere, hydrosphere, and interior structure.3% of time
  • Review applications for site plans and permits and recommend approval, denial, modification, or further investigative action.3% of time
  • Conduct short- and long-term climate assessments and study storm occurrences.1% of time
  • Design civil works associated with hydrographic activities and supervise their construction, installation, and maintenance.1% of time
  • Administer programs designed to ensure the proper sealing of abandoned wells.1% of time
  • Investigate properties, origins, and activities of glaciers, ice, snow, and permafrost.1% of time

Robots can technically do this1 · 4% of time

Physical tasks that today's robots can perform in at least some settings. Robots are cost competitive for very few tasks so far, so this change moves slower.

  • Collect and analyze water samples as part of field investigations or to validate data from automatic monitors.Robots: purpose built settings4% of time

Still needs a person5 · 12% 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.

  • Coordinate and supervise the work of professional and technical staff, including research assistants, technologists, and technicians.5% of time
  • Install, maintain, and calibrate instruments such as those that monitor water levels, rainfall, and sediments.4% of time
  • Investigate complaints or conflicts related to the alteration of public waters, gathering information, recommending alternatives, informing participants of progress, and preparing draft orders.1% of time
  • Monitor the work of well contractors, exploratory borers, and engineers and enforce rules regarding their activities.1% of time
  • Compile and evaluate hydrologic information to prepare navigational charts and maps and to predict atmospheric conditions.under 1% of time

Your week is not the average

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What this means

AI can already do almost all of this work at least twice as fast. Real use is still behind at 16 out of 100, so the change here is only getting started. Expect the role to shift toward deciding what to do, checking AI's work and owning the result.

What to do next

  • Do the 1 task AI is already handling with AI yourself. Your peers already are, and it is quickly becoming the baseline.
  • Get ahead on the 18 tasks AI could do next. These move as tools improve, so learning them early pays off.
  • Keep an eye on the 1 physical task robots can technically do. Cost keeps most robots out of work today, so this shift is slower.
  • Build on the 5 tasks that stay human. This is where your judgment, skill and relationships matter most.
Environmental Scientists and Specialists, Including Health95%Climate Change Policy Analysts94%Environmental Restoration Planners94%Industrial Ecologists97%Geoscientists, Except Hydrologists and Geographers51%Atmospheric and Space Scientists91%

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