Not assessed
unknown
sources: BLS OES (approx) · O*NET
0 sources
23 core tasks shown
Transportation Engineers High exposure: 5 of 23 core tasks show high task automation potential : exposure 50/100 (not assessed).
No model has published evidence mapped to this occupation yet - the score comes from generic task assessment.
Score breakdown
Why this score?
Every component is stored with the score row and can be recomputed from the evidence table.
Methodology - · score - · input hash -
Strength of current models on the capabilities this job's tasks require.
Task-level exposure, weighted by task importance. A component of the headline, not the headline itself.
Evidence that AI is actually being used for this work.
Observed changes in postings, employment or earnings.
Quantity and source quality of the evidence behind the score.
0 evidence item(s) contribute. Calculated -.
Overview
Develop plans for surface transportation projects, according to established engineering standards and state or federal construction policy. Prepare designs, specifications, or estimates for transportation facilities. Plan modifications of existing streets, highways, or freeways to improve traffic flow.
Employment
-
approx. BLS OES
Median wage
-
approx. BLS OES
Tasks tracked
23
linked to this occupation
Employment and wage values are approximate reference figures from the BLS Occupational Employment and Wage Statistics programme, stored with an approximation flag. Verify against the O*NET record and BLS before quoting them.
Tasks
Task-level automation exposure
Core tasks only. Exposure describes how much of the task output current AI can produce or substantially assist - not whether the task disappears. Secondary shared-baseline edges are hidden until per-occupation curation is complete.
core task · importance 4.6/5
core task · importance 4.2/5
core task · importance 4.1/5
- Plan alteration or modification of existing transportation structures to improve safety or function.15
core task · importance 4.1/5
core task · importance 4/5
core task · importance 4/5
core task · importance 3.9/5
core task · importance 3.9/5
core task · importance 3.9/5
core task · importance 3.8/5
- Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.15
core task · importance 3.8/5
core task · importance 3.7/5
core task · importance 3.7/5
core task · importance 3.7/5
core task · importance 3.7/5
core task · importance 3.6/5
core task · importance 3.5/5
core task · importance 3.5/5
core task · importance 3.4/5
core task · importance 3.4/5
core task · importance 3.3/5
core task · importance 3.2/5
core task · importance 3.1/5
Evidence
Evidence trail
0 attributed item(s). Confidence reflects study design: randomised and production deployments score higher than platform observations, which score higher than projections.
No occupation-specific evidence has been mapped yet. This occupation is scored from generic task assessment only - a genuinely weaker basis, and the reason its score is marked low-confidence.
Historical trend
Exposure over time
Backcast series: recomputed at quarterly checkpoints using only the models and evidence published by each date.
No series yet
This chart fills in once the first snapshot is recorded.
Reconstruction, not measurement. 0 observed daily snapshot(s) exist for this occupation; the earlier part of the curve is derived by applying the current methodology to the model releases and published evidence available at each past date.
Recent events
Signals affecting this occupation
No events match this filter yet. New verified events appear here as analysis completes.
Related
Related Occupations
Occupations sharing major SOC group (17) with Transportation Engineers.
faq
Frequently Asked Questions
Common questions regarding Transportation Engineers and AI exposure.
Will AI replace Transportation Engineers?
Current AI models show an exposure score of 50/100 for Transportation Engineers. This measures technical capability to assist or automate specific tasks rather than predicted immediate job loss. Moderate exposure reflects assistance in routine information-handling while core responsibilities require human judgment.
Which tasks in Transportation Engineers have the highest AI exposure?
The most exposed tasks for Transportation Engineers include "Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measu…" (85% exposure) and "Model transportation scenarios to evaluate the impacts of activities such as new development or to identify possible so…" (85% exposure).
What aspects of Transportation Engineers can AI not do yet?
Tasks with the lowest AI exposure for Transportation Engineers include "Direct the surveying, staking, or laying-out of construction projects." (5% exposure) and "Inspect completed transportation projects to ensure compliance with environmental regulations." (5% exposure). These responsibilities typically require physical dexterity, licensed human accountability, or complex interpersonal navigation.
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Notice: All ratings shown are AI-estimated technical exposure scores measuring technical capabilities across O*NET task statements, not predicted job loss. Contains information from O*NET 31.0 by the U.S. Department of Labor, ETA, used under CC BY 4.0.