AI exposure: Rail-Track Laying and Maintenance Equipment Operators
Lay, repair, and maintain track for standard or narrow-gauge railroad equipment used in regular railroad service or in plant yards, quarries, sand and gravel pits, and mines. Includes ballast cleaning machine operators and railroad bed tamping machine operators.
Reading this score
computedRail-Track Laying and Maintenance Equipment Operators is among the least exposed occupations measured, at 1.0% of weighted task load, rank 914 of 923. 97.8% of this job is work current AI systems cannot produce at all. That is not a statement about skill or value. It is a statement about what these systems can and cannot do.
What holds the line here is embodiment. Across this occupation's 26 tasks it averages 3.00 out of 3, the highest of the five friction dimensions. In plain terms, the work has to happen in physical space. A language model cannot move matter. Until the robotics to do this work is both good enough and cheap enough to deploy widely, capability in software does not reach it.
The most exposed thing this job does is Patrol assigned track sections so that damaged or broken track can be located and reported, at 11.7%. The least is Operate tie-adzing machines to cut ties and permit insertion of fishplates that hold rails, at 0.0%. A gap of 11.7% 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 construction and extraction occupations, this one is less exposed than the median of 5.1% across the group's 61 roles, with 55 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 26 tasks, 0 are currently banded exposed, 0 assisted and 26 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 | 0.08 | 0-4 |
| Embodiment | 3.00 | 0-3 |
| Presence | 0.46 | 0-3 |
| Accountability | 0.69 | 0-3 |
| Context | 0.90 | 0-3 |
| Verification cost | 0.98 | 0-3 |
Task by task
26 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Patrol assigned track sections so that damaged or broken track can be located and reported. | 11.7% | 13.3% | 75.0% | 4.29 | untouched |
| Observe leveling indicator arms to verify levelness and alignment of tracks. | 10.0% | 15.0% | 75.0% | 3.70 | untouched |
| Repair or adjust track switches, using wrenches and replacement parts. | 0.0% | 0.0% | 100.0% | 4.38 | untouched |
| Engage mechanisms that lay tracks or rails to specified gauges. | 0.0% | 0.0% | 100.0% | 4.18 | untouched |
| Cut rails to specified lengths, using rail saws. | 0.0% | 0.0% | 100.0% | 4.14 | untouched |
| Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails. | 0.0% | 0.0% | 100.0% | 3.99 | untouched |
| Operate track wrenches to tighten or loosen bolts at joints that hold ends of rails together. | 0.0% | 0.0% | 100.0% | 3.92 | untouched |
| Raise rails, using hydraulic jacks, to allow for tie removal and replacement. | 0.0% | 0.0% | 100.0% | 3.91 | untouched |
| Lubricate machines, change oil, or fill hydraulic reservoirs to specified levels. | 0.0% | 0.0% | 100.0% | 3.88 | untouched |
| Drill holes through rails, tie plates, or fishplates for insertion of bolts or spikes, using power drills. | 0.0% | 0.0% | 100.0% | 3.87 | untouched |
| Drive vehicles that automatically move and lay tracks or rails over sections of track to be constructed, repaired, or maintained. | 0.0% | 0.0% | 100.0% | 3.87 | untouched |
| Clean tracks or clear ice or snow from tracks or switch boxes. | 0.0% | 0.0% | 100.0% | 3.83 | untouched |
| Dress and reshape worn or damaged railroad switch points or frogs, using portable power grinders. | 0.0% | 0.0% | 100.0% | 3.82 | untouched |
| Clean or make minor repairs to machines or equipment. | 0.0% | 0.0% | 100.0% | 3.70 | untouched |
| Operate single- or multiple-head spike pullers to pull old spikes from ties. | 0.0% | 0.0% | 100.0% | 3.64 | untouched |
| Grind ends of new or worn rails to attain smooth joints, using portable grinders. | 0.0% | 0.0% | 100.0% | 3.63 | untouched |
| Clean, grade, or level ballast on railroad tracks. | 0.0% | 0.0% | 100.0% | 3.59 | untouched |
| Weld sections of track together, such as switch points and frogs. | 0.0% | 0.0% | 100.0% | 3.58 | untouched |
| Spray ties, fishplates, or joints with oil to protect them from weathering. | 0.0% | 0.0% | 100.0% | 3.48 | untouched |
| String and attach wire-guidelines machine to rails so that tracks or rails can be aligned or leveled. | 0.0% | 0.0% | 100.0% | 3.32 | untouched |
| Push controls to close grasping devices on track or rail sections so that they can be raised or moved. | 0.0% | 0.0% | 100.0% | 3.30 | untouched |
| Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications. | 0.0% | 0.0% | 100.0% | 3.90 | untouched |
| Paint railroad signs, such as speed limits or gate-crossing warnings. | 0.0% | 0.0% | 100.0% | 3.64 | untouched |
| Drive graders, tamping machines, brooms, or ballast spreading machines to redistribute gravel or ballast between rails. | 0.0% | 0.0% | 100.0% | 3.59 | untouched |
| Turn wheels of machines, using lever controls, to adjust guidelines for track alignments or grades, following specifications. | 0.0% | 0.0% | 100.0% | 3.52 | untouched |
| Operate tie-adzing machines to cut ties and permit insertion of fishplates that hold rails. | 0.0% | 0.0% | 100.0% | 3.25 | 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.