AI exposure: Water Resource Specialists
Design or implement programs and strategies related to water resource issues such as supply, quality, and regulatory compliance issues.
Reading this score
computed41.0% of this occupation's weighted task load is exposed, which puts Water Resource Specialists at the 72th percentile of 923 occupations. The capability is largely there. Its average task scores 2.6 out of 4 on what a current system can produce, and the frictions that hold other jobs in place are comparatively weak here.
What holds the line here is context. Across this occupation's 21 tasks it averages 2.00 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Present water resource proposals to government, public interest groups, or community groups, at 73.3%. The least is Conduct technical studies for water resources on topics such as pollutants and water treatment..., at 8.3%. A gap of 65.0% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within management occupations, this one is less exposed than the median of 41.4% across the group's 56 roles, with 29 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 21 tasks, 13 are currently banded exposed, 5 assisted and 3 untouched. For that distribution to shift materially would take cheaper ways to verify output, since the cost of checking is currently doing more to hold this work in place than the cost of producing it. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
21 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Present water resource proposals to government, public interest groups, or community groups. | 73.3% | 26.7% | 0.0% | 3.68 | exposed |
| Compile and maintain documentation on the health of a body of water. | 73.3% | 26.7% | 0.0% | 3.42 | exposed |
| Compile water resource data, using geographic information systems (GIS) or global position systems (GPS) software. | 73.3% | 26.7% | 0.0% | 3.35 | exposed |
| Conduct cost-benefit studies for watershed improvement projects or water management alternatives. | 66.7% | 33.3% | 0.0% | 3.57 | exposed |
| Write proposals, project reports, informational brochures, or other documents on wastewater purification, water supply and demand, or other water resource subjects. | 61.3% | 26.2% | 12.5% | 3.57 | exposed |
| Analyze storm water systems to identify opportunities for water resource improvements. | 55.0% | 20.0% | 25.0% | 4.09 | exposed |
| Recommend new or revised policies, procedures, or regulations to support water resource or conservation goals. | 55.0% | 20.0% | 25.0% | 3.29 | exposed |
| Monitor water use, demand, or quality in a particular geographic area. | 55.0% | 20.0% | 25.0% | 3.00 | exposed |
| Identify methods for distributing purified wastewater into rivers, streams, or oceans. | 55.0% | 20.0% | 25.0% | 2.88 | exposed |
| Review or evaluate designs for water detention facilities, storm drains, flood control facilities, or other hydraulic structures. | 50.0% | 25.0% | 25.0% | 3.81 | exposed |
| Provide technical expertise to assist communities in the development or implementation of storm water monitoring or other water programs. | 50.0% | 25.0% | 25.0% | 3.52 | exposed |
| Identify and characterize specific causes or sources of water pollution. | 40.0% | 35.0% | 25.0% | 3.38 | exposed |
| Develop or implement standardized water monitoring and assessment methods. | 28.3% | 21.7% | 50.0% | 3.14 | exposed |
| Conduct, or oversee the conduct of, chemical, physical, and biological water quality monitoring or sampling to ensure compliance with water quality standards. | 25.0% | 25.0% | 50.0% | 3.35 | assisted |
| Conduct, or oversee the conduct of, investigations on matters such as water storage, wastewater discharge, pollutants, permits, or other compliance and regulatory issues. | 20.0% | 30.0% | 50.0% | 3.91 | assisted |
| Develop strategies for watershed operations to meet water supply and conservation goals or to ensure regulatory compliance with clean water laws or regulations. | 20.0% | 30.0% | 50.0% | 3.82 | assisted |
| Develop plans to protect watershed health or rehabilitate watersheds. | 20.0% | 30.0% | 50.0% | 3.67 | assisted |
| Negotiate for water rights with communities or water facilities to meet water supply demands. | 20.0% | 30.0% | 50.0% | 3.00 | assisted |
| Supervise teams of workers who capture water from wells and rivers. | 11.7% | 13.3% | 75.0% | 3.00 | untouched |
| Perform hydrologic, hydraulic, or water quality modeling. | 8.3% | 16.7% | 75.0% | 4.36 | untouched |
| Conduct technical studies for water resources on topics such as pollutants and water treatment options. | 8.3% | 16.7% | 75.0% | 3.81 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 2.64 | 0-4 |
| Embodiment | 0.74 | 0-3 |
| Presence | 0.57 | 0-3 |
| Accountability | 1.38 | 0-3 |
| Context | 2.00 | 0-3 |
| Verification cost | 1.62 | 0-3 |
What this means in practice
Where most of a role's weighted task load is exposed, the work that survives is usually the part of the job nobody wrote into the job description: deciding what should be produced rather than producing it, and being answerable for the result. The tasks lowest on this page are a better guide to where to spend your time than any general advice about the future of work.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.