UK AI Exposure · Professional occupations
Aerospace engineers
Aerospace engineers research develop and design aircraft, spacecraft and their components.
- Employees (UK)
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- Median annual pay
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- Exposure score ?
- 1.5/10 Minimal 8.2/10 Very high strict reading · with tools is 8.2/10 with-tools reading · strict is 1.5/10
- Wage exposure
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Higher exposure than 68% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Almost every routine task in this role is within reach of today's language models. Roles at this level are getting rebuilt - often not by disappearing, but by one person using AI to do three or five people's output.
If you're in this role, here's what to do now
You don't need to be afraid. You need to be the person doing the rebuilding. The operators who learn to direct AI at scale in this kind of work become hugely valuable. The ones who wait to be told what to do get told what to do - and that thing is often 'we don't need as many of you anymore.'
Where a project with Alex usually starts for this role
These are the highest-importance tasks a language model can already handle directly today. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
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Prepare technical reports for use by engineering, management, or sales personnel.
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Maintain records of engineering department activities, including expense records and details of equipment maintenance and repairs.
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Confer with research personnel to clarify or resolve problems and to develop or modify designs.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
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Perform monitoring activities to ensure that ships comply with international regulations and standards for life-saving equipment and pollution preventatives.
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Design complete hull and superstructure according to specifications and test data, in conformity with standards of safety, efficiency, and economy.
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Conduct analyses of ships, such as stability, structural, weight, and vibration analyses.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Marine Engineers and Naval Architects" (17-2121.00).
What AI can already do
3 of 30 tasks · unaided
Prepare technical reports for use by engineering, management, or sales personnel.
Maintain records of engineering department activities, including expense records and details of equipment maintenance and repairs.
Confer with research personnel to clarify or resolve problems and to develop or modify designs.
Where humans still hold the line
27 of 30 tasks
Perform monitoring activities to ensure that ships comply with international regulations and standards for life-saving equipment and pollution preventatives.
Design complete hull and superstructure according to specifications and test data, in conformity with standards of safety, efficiency, and economy.
Conduct analyses of ships, such as stability, structural, weight, and vibration analyses.
Study design proposals and specifications to establish basic characteristics of craft, such as size, weight, speed, propulsion, displacement, and draft.
Maintain contact with, and formulate reports for, contractors and clients to ensure completion of work at minimum cost.
Supervise other engineers and crew members and train them for routine and emergency duties.
Coordinate activities with regulatory bodies to ensure repairs and alterations are at minimum cost and consistent with safety.
Check, test, and maintain automatic controls and alarm systems.
Design layout of craft interior, including cargo space, passenger compartments, ladder wells, and elevators.
Prepare, or direct the preparation of, product or system layouts and detailed drawings and schematics.
Evaluate performance of craft during dock and sea trials to determine design changes and conformance with national and international standards.
Act as liaisons between ships' captains and shore personnel to ensure that schedules and budgets are maintained, and that ships are operated safely and efficiently.
Maintain and coordinate repair of marine machinery and equipment for installation on vessels.
Inspect marine equipment and machinery to draw up work requests and job specifications.
Oversee construction and testing of prototype in model basin and develop sectional and waterline curves of hull to establish center of gravity, ideal hull form, and buoyancy and stability data.
Evaluate operation of marine equipment during acceptance testing and shakedown cruises.
Conduct analytical, environmental, operational, or performance studies to develop designs for products, such as marine engines, equipment, and structures.
Procure materials needed to repair marine equipment and machinery.
Establish arrangement of boiler room equipment and propulsion machinery, heating and ventilating systems, refrigeration equipment, piping, and other functional equipment.
Investigate and observe tests on machinery and equipment for compliance with standards.
Schedule machine overhauls and the servicing of electrical, heating, ventilation, refrigeration, water, and sewage systems.
Prepare plans, estimates, design and construction schedules, and contract specifications, including any special provisions.
Design and oversee testing, installation, and repair of marine apparatus and equipment.
Conduct environmental, operational, or performance tests on marine machinery and equipment.
Analyze data to determine feasibility of product proposals.
Determine conditions under which tests are to be conducted, as well as sequences and phases of test operations.
Review work requests and compare them with previous work completed on ships to ensure that costs are economically sound.
Tasks via O*NET "Marine Engineers and Naval Architects" (17-2121.00).
What AI can already do
22 of 30 tasks · with tools
Perform monitoring activities to ensure that ships comply with international regulations and standards for life-saving equipment and pollution preventatives.
Design complete hull and superstructure according to specifications and test data, in conformity with standards of safety, efficiency, and economy.
Conduct analyses of ships, such as stability, structural, weight, and vibration analyses.
Study design proposals and specifications to establish basic characteristics of craft, such as size, weight, speed, propulsion, displacement, and draft.
Maintain contact with, and formulate reports for, contractors and clients to ensure completion of work at minimum cost.
Coordinate activities with regulatory bodies to ensure repairs and alterations are at minimum cost and consistent with safety.
Prepare technical reports for use by engineering, management, or sales personnel.
Design layout of craft interior, including cargo space, passenger compartments, ladder wells, and elevators.
Prepare, or direct the preparation of, product or system layouts and detailed drawings and schematics.
Evaluate performance of craft during dock and sea trials to determine design changes and conformance with national and international standards.
Maintain records of engineering department activities, including expense records and details of equipment maintenance and repairs.
Act as liaisons between ships' captains and shore personnel to ensure that schedules and budgets are maintained, and that ships are operated safely and efficiently.
Inspect marine equipment and machinery to draw up work requests and job specifications.
Oversee construction and testing of prototype in model basin and develop sectional and waterline curves of hull to establish center of gravity, ideal hull form, and buoyancy and stability data.
Conduct analytical, environmental, operational, or performance studies to develop designs for products, such as marine engines, equipment, and structures.
Investigate and observe tests on machinery and equipment for compliance with standards.
Schedule machine overhauls and the servicing of electrical, heating, ventilation, refrigeration, water, and sewage systems.
Prepare plans, estimates, design and construction schedules, and contract specifications, including any special provisions.
Analyze data to determine feasibility of product proposals.
Determine conditions under which tests are to be conducted, as well as sequences and phases of test operations.
Confer with research personnel to clarify or resolve problems and to develop or modify designs.
Review work requests and compare them with previous work completed on ships to ensure that costs are economically sound.
Where humans still hold the line
8 of 30 tasks
Supervise other engineers and crew members and train them for routine and emergency duties.
Check, test, and maintain automatic controls and alarm systems.
Maintain and coordinate repair of marine machinery and equipment for installation on vessels.
Evaluate operation of marine equipment during acceptance testing and shakedown cruises.
Procure materials needed to repair marine equipment and machinery.
Establish arrangement of boiler room equipment and propulsion machinery, heating and ventilating systems, refrigeration equipment, piping, and other functional equipment.
Design and oversee testing, installation, and repair of marine apparatus and equipment.
Conduct environmental, operational, or performance tests on marine machinery and equipment.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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