AI exposure: Airfield Operations Specialists
Ensure the safe takeoff and landing of commercial and military aircraft. Duties include coordination between air-traffic control and maintenance personnel, dispatching, using airfield landing and navigational aids, implementing airfield safety procedures, monitoring and maintaining flight records, and applying knowledge of weather information.
Reading this score
computedAt 24.3% of weighted task load, Airfield Operations Specialists sits at the 46th percentile, below the point where a job's centre of gravity has moved. 55.6% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is context. Across this occupation's 27 tasks it averages 1.96 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 Monitor the arrival, parking, refueling, loading, and departure of all aircraft, at 86.7%. The least is Manage wildlife on and around airport grounds, at 0.0%. A gap of 86.7% 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 transportation and material moving occupations, this one is more exposed than most. The median across the 52 roles in the group is 24.2%, and only 25 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.
What would move this score. Of 27 tasks, 13 are currently banded exposed, 3 assisted and 11 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
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 | 1.99 | 0-4 |
| Embodiment | 1.54 | 0-3 |
| Presence | 1.57 | 0-3 |
| Accountability | 1.36 | 0-3 |
| Context | 1.96 | 0-3 |
| Verification cost | 1.60 | 0-3 |
Task by task
27 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Monitor the arrival, parking, refueling, loading, and departure of all aircraft. | 86.7% | 13.3% | 0.0% | 4.18 | exposed |
| Procure, produce, and provide information on the safe operation of aircraft, such as flight planning publications, operations publications, charts and maps, or weather information. | 80.0% | 20.0% | 0.0% | 3.87 | exposed |
| Maintain flight and event logs, air crew flying records, and flight operations records of incoming and outgoing flights. | 80.0% | 20.0% | 0.0% | 3.53 | exposed |
| Plan and coordinate airfield construction. | 50.0% | 25.0% | 25.0% | 4.23 | exposed |
| Check military flight plans with civilian agencies. | 50.0% | 25.0% | 25.0% | 2.76 | exposed |
| Conduct departure and arrival briefings. | 45.0% | 30.0% | 25.0% | 3.62 | exposed |
| Implement airfield safety procedures to ensure a safe operating environment for personnel and aircraft operation. | 35.0% | 40.0% | 25.0% | 4.82 | assisted |
| Anticipate aircraft equipment needs for air evacuation and cargo flights. | 35.0% | 40.0% | 25.0% | 3.74 | assisted |
| Collaborate with others to plan flight schedules and air crew assignments. | 35.0% | 40.0% | 25.0% | 3.60 | assisted |
| Initiate or conduct airport-wide coordination of snow removal on runways and taxiways. | 27.8% | 13.9% | 58.3% | 4.65 | untouched |
| Coordinate communications between air traffic control and maintenance personnel. | 26.7% | 23.3% | 50.0% | 4.34 | exposed |
| Relay departure, arrival, delay, aircraft and airfield status, and other pertinent information to upline controlling agencies. | 26.7% | 23.3% | 50.0% | 3.80 | exposed |
| Provide aircrews with information and services needed for airfield management and flight planning. | 26.7% | 23.3% | 50.0% | 3.74 | exposed |
| Receive, transmit, and control message traffic. | 26.7% | 23.3% | 50.0% | 3.95 | exposed |
| Maintain air-to-ground and point-to-point radio contact with aircraft commanders. | 26.7% | 23.3% | 50.0% | 3.92 | exposed |
| Post visual display boards and status boards. | 26.7% | 23.3% | 50.0% | 3.66 | exposed |
| Receive and post weather information and flight plan data, such as air routes or arrival and departure times. | 26.7% | 23.3% | 50.0% | 3.66 | exposed |
| Inspect airfield conditions to ensure compliance with federal regulatory requirements. | 10.8% | 14.2% | 75.0% | 4.87 | untouched |
| Train operations staff. | 6.7% | 18.3% | 75.0% | 4.14 | untouched |
| Conduct inspections of the airport property and perimeter to maintain controlled access to airfields. | 5.8% | 19.2% | 75.0% | 4.73 | untouched |
| Perform and supervise airfield management activities, including mobile airfield management functions. | 3.3% | 21.7% | 75.0% | 4.27 | untouched |
| Coordinate with agencies, such as air traffic control, civil engineers, or command posts, to ensure support of airfield management activities. | 3.3% | 21.7% | 75.0% | 4.13 | untouched |
| Coordinate with agencies to meet aircrew requirements for billeting, messing, refueling, ground transportation, and transient aircraft maintenance. | 3.3% | 21.7% | 75.0% | 4.34 | untouched |
| Coordinate changes to flight itineraries with appropriate Air Traffic Control (ATC) agencies. | 3.3% | 21.7% | 75.0% | 3.17 | untouched |
| Use airfield landing and navigational aids and digital data terminal communications equipment to perform duties. | 1.7% | 23.3% | 75.0% | 4.18 | untouched |
| Assist in responding to aircraft and medical emergencies. | 0.0% | 0.0% | 100.0% | 4.71 | untouched |
| Manage wildlife on and around airport grounds. | 0.0% | 0.0% | 100.0% | 4.63 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
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.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.