AI exposure: Architectural and Engineering Managers
Plan, direct, or coordinate activities in such fields as architecture and engineering or research and development in these fields.
Reading this score
computed37.9% of this occupation's weighted task load is exposed, which puts Architectural and Engineering Managers at the 67th 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 19 tasks it averages 2.19 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 Assess project feasibility by analyzing technology, resource needs, or market demand, at 75.6%. The least is Manage the coordination and overall integration of technical activities in architecture or..., at 6.7%. A gap of 68.9% 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 39 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 19 tasks, 15 are currently banded exposed, 2 assisted and 2 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
19 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Assess project feasibility by analyzing technology, resource needs, or market demand. | 75.6% | 24.4% | 0.0% | 3.40 | exposed |
| Present and explain proposals, reports, or findings to clients. | 66.7% | 33.3% | 0.0% | 3.46 | exposed |
| Prepare budgets, bids, or contracts. | 58.3% | 29.2% | 12.5% | 3.47 | exposed |
| Confer with management, production, or marketing staff to discuss project specifications or procedures. | 50.0% | 25.0% | 25.0% | 3.41 | exposed |
| Solicit project support by conferring with officials or providing information to the public. | 48.3% | 26.7% | 25.0% | 2.86 | exposed |
| Direct, review, or approve project design changes. | 45.0% | 30.0% | 25.0% | 4.00 | exposed |
| Perform administrative functions, such as reviewing or writing reports, approving expenditures, enforcing rules, or purchasing of materials or services. | 45.0% | 30.0% | 25.0% | 3.14 | exposed |
| Establish scientific or technical goals within broad outlines provided by top management. | 40.0% | 35.0% | 25.0% | 3.16 | exposed |
| Evaluate the environmental impacts of engineering, architecture, or research and development activities. | 40.0% | 35.0% | 25.0% | 3.04 | exposed |
| Identify environmental threats or opportunities associated with the development and launch of new technologies. | 40.0% | 35.0% | 25.0% | 3.26 | exposed |
| Evaluate environmental regulations or social pressures related to environmental issues to inform strategic or operational decision-making. | 40.0% | 35.0% | 25.0% | 2.91 | exposed |
| Develop or implement policies, standards, or procedures for engineering and technical work. | 31.1% | 27.2% | 41.7% | 3.33 | exposed |
| Develop or implement programs to improve sustainability or reduce the environmental impacts of engineering or architecture activities or operations. | 28.3% | 21.7% | 50.0% | 3.10 | exposed |
| Consult or negotiate with clients to prepare project specifications. | 26.7% | 23.3% | 50.0% | 3.84 | exposed |
| Review, recommend, or approve contracts or cost estimates. | 26.7% | 23.3% | 50.0% | 3.38 | exposed |
| Plan, direct, or coordinate survey work with other project activities. | 23.3% | 26.7% | 50.0% | 3.15 | assisted |
| Direct recruitment, placement, and evaluation of architecture or engineering project staff. | 20.0% | 30.0% | 50.0% | 3.15 | assisted |
| Plan or direct the installation, testing, operation, maintenance, or repair of facilities or equipment. | 10.0% | 15.0% | 75.0% | 3.26 | untouched |
| Manage the coordination and overall integration of technical activities in architecture or engineering projects. | 6.7% | 18.3% | 75.0% | 4.26 | 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 | 2.62 | 0-4 |
| Embodiment | 0.43 | 0-3 |
| Presence | 1.04 | 0-3 |
| Accountability | 1.28 | 0-3 |
| Context | 2.19 | 0-3 |
| Verification cost | 1.82 | 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.