Automation index
How much of a Freight forwarder’s job can AI already do?
A booking comes earlier. The box leaving and not sticking in customs do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Freight forwarder
28%
AI can already do 28% of this job.
#124 / 753
View rankingFreight forwarder
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Booking, freight and the B/L.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 52% | +9.4 |
Customs, HS and the entry.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
The client, the delay and the ship that will not wait.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Insurance, incidents and the claim.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The consolidator, the slot and not overbooking.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
That it leaves, and not sticking in customs.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- bookings
- bills of lading
- customs entry
- HS codes
- freight
- cargo insurance
- consolidate
- transit incidents
Sources for this job· O*NET 43-5011.00· ESCO/ISCO 3331
IS WORK OVER?
Requirements engineer
27%
#181 / 753
View rankingRequirements engineer
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Workshop, the actor and the requirement.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Conflict, the loudest and not swallowing it.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Criterion, the test and not leaving it vague.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Change, the impact and not hiding it.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The project lead, the deadline and not cutting the one that matters.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
That it is needed, and not the loudest one's.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- requirements
- actor workshops
- acceptance criteria
- change impact
- backlog
- tests
- not swallow the loudest
- ambiguity
Sources for this job· O*NET 15-1299.00· ESCO/ISCO 2511