Occupation baseline · Research consensus
Will AI replace Freight Forwarders?
Baseline AI displacement risk for Freight Forwarders, aggregated from 4 research sources.
What this score means
Freight Forwarders sits in the middle of the exposure range for Administration. Routine parts of the job are starting to automate, but much of it still depends on judgment, relationships, and context that today's models handle poorly. At 48 out of 100 it sits close to the Administration average of 50. Across the 4 sources behind this baseline, individual estimates run from 20 to 60, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Freight Forwarders, most central first, showing 12 of 31.
- 01Negotiate shipping rates with freight carriers.
- 02Arrange for special transport of sensitive cargoes, such as livestock, food, or medical supplies.
- 03Arrange for applicable duties, taxes, or paperwork for customs clearance.
- 04Inform clients of factors such as shipping options, timelines, transfers, or regulations affecting shipments.
- 05Prepare shipping documentation, such as bills of lading, packing lists, dock receipts, or certificates of origin.
- 06Complete customs paperwork.
- 07Prepare invoices or cost quotations for freight transportation.
- 08Select shipment routes, based on nature of goods shipped, transit times, or security needs.
- 09Calculate weight, volume, or cost of goods to be moved.
- 10Arrange delivery or storage of goods at destinations.
- 11Arrange for transport, using a variety of modes, such as rail, short sea shipping, air, or roadways, to minimize carbon emissions or other environmental impacts.
- 12Determine efficient and cost-effective methods of moving goods from one location to another.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 4 research sources that scored Freight Forwarders for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
- 02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025
- 03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
- 04AI Occupational Exposure to Language Modeling · 2023
Also covers
Air Cargo Agent · Air Export Agent · Air Export Clerk · Air Export Coordinator · Air Freight Forwarder · Cargo Agent · Domestic Freight Forwarder · Export Clerk and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
Seniority, sector, and how much of your day is routine all shift the score. Answer a few questions and get your personal risk score free, no sign-up.
Get my personal scoreFree · No credit card · No sign-up
More administration occupations
- Bill and Account Collectors52/100
- Billing and Posting Clerks57/100
- Bookkeeping, Accounting, and Auditing Clerks63/100
- Brokerage Clerks65/100
- Cargo and Freight Agents40/100
- Communications Equipment Operators, All Other42/100
- Correspondence Clerks67/100
- Couriers and Messengers19/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.