Gini Loh System Tools

AI Automation Index

Will AI Replace Cargo and Freight Agents?

Task-level automation exposure for Cargo and Freight Agents: 24 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

50% weighted task index

24 of 24 tasks scored

Median Salary

$52,260 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Medium

97,670 people hold this job — size, not growth

Projected 2025–35

+6.2% employment change

9,000 openings a year · BLS line item

Pay by state

BLS OEWS publishes 51 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$28,600 – $76,250

Highest medians

District of Columbia $76,250
New Hampshire $67,660
South Dakota $64,340
Nebraska $62,500
Washington $60,760

Lowest medians

Puerto Rico $28,600
Virgin Islands $29,400
Guam $38,360
Hawaii $42,400
Kansas $42,500

State figures come from the 43-5011 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 50%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 22%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 37%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 13%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 2/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

24 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 55%

11 tasks

Medium exposure (≥ 35%) 14%

3 tasks

Low exposure (below 35%) 32%

10 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#8188 · Core · 40% automatable

Negotiate and arrange transport of goods with shipping or freight companies.

interpersonal — Operational coordination requires live human orchestration

Negotiate financial arrangements. Coordinate operational activities.
#8192 · Core · 75% automatable

Determine method of shipment and prepare bills of lading, invoices, and other shipping documents.

data analysis — Routing analysis from shipping data; human approves

Analyze shipping information to make routing decisions.
#20271 · Core · 60% automatable

Track delivery progress of shipments.

information retrieval — Tracking via systems is digital; physical reconciliation needs humans

Track goods or materials.
#8190 · Core · 60% automatable

Advise clients on transportation and payment methods.

decision support — Suggests methods; physical constraints need human check

Recommend packing or shipping methods.
#8194 · Core · 85% automatable

Estimate freight or postal rates and record shipment costs and weights.

data analysis — Shipping cost calculation from rates and weights

Calculate shipping costs.
#8201 · Core · 85% automatable

Keep records of all goods shipped, received, and stored.

data analysis — Record shipping information into structured fields

Record shipping information.
#20272 · Core · 70% automatable

Notify consignees, passengers, or customers of freight or baggage arrival and arrange for delivery.

text generation — Routine customer notifications largely automatable

Provide notifications to customers or patrons.
#8196 · Core · 60% automatable

Retrieve stored items and trace lost shipments as necessary.

information retrieval — Tracking via systems is digital; physical reconciliation needs humans

Track goods or materials.
#8195 · Core · 85% automatable

Enter shipping information into a computer by hand or by a hand-held scanner that reads bar codes on goods.

data analysis — Data entry into systems automatable

Enter information into databases or software programs.
#20274 · Supplemental · 80% automatable

Prepare manifests showing numbers of airplane passengers and baggage, mail, and freight weights, transmitting data to destinations.

data analysis — Maintain operational records in structured systems

Maintain operational records.
#8203 · Supplemental · 55% automatable

Arrange insurance coverage for goods.

decision support — Coverage arranged via systems; judgment and liability human

Arrange insurance coverage.
#8200 · Supplemental · 5% automatable

Install straps, braces, and padding to loads to prevent shifting or damage during shipment.

physical manipulation — Manual packing for shipping

Package objects for shipping.
#20273 · Supplemental · 80% automatable

Check import or export documentation to determine cargo contents and use tariff coding system to classify goods according to fee or tariff group.

information retrieval — Cross-checks shipping docs against records and rules

Verify shipping documentation.
#8202 · Supplemental · 33% automatable

Coordinate and supervise activities of workers engaged in packing and shipping merchandise.

interpersonal — Supervising clerical staff is relational management work

Supervise clerical or administrative personnel.
#20275 · Supplemental · 50% automatable

Contact vendors or claims adjustment departments to resolve shipment problems or contact service depots to arrange for repairs.

decision support — AI drafts shipping coordination; external negotiation human

Coordinate shipping activities with external parties.
#8199 · Supplemental · 30% automatable

Inspect and count items received and check them against invoices or other documents, recording shortages and rejecting damaged goods.

visual inspection — AI can cross-check orders; physical verification human

Inspect items for damage or defects. Inspect shipments to ensure correct order fulfillment.
#8208 · Supplemental · 5% automatable

Route received goods to first available flight or to appropriate storage areas or departments, using forklifts, hand trucks, or other equipment.

physical manipulation — Hands-on vehicle and equipment operation

Operate vehicles or material-moving equipment.
#8198 · Supplemental · 4% automatable

Direct delivery trucks to shipping doors or designated marshaling areas and help load and unload goods safely.

physical manipulation — Physical loading of materials or equipment

Load materials or equipment. Unload materials or equipment.
#8210 · Supplemental · 5% automatable

Assemble containers and crates used to transport items, such as machines or vehicles.

physical manipulation — Wood assembly requires hands-on fitting and fastening

Assemble wood products.
#8209 · Supplemental · 70% automatable

Maintain a supply of packing materials.

data analysis — Materials inventory records and forecasting automatable

Maintain inventories of materials, equipment, or products.
#8204 · Supplemental · 22% automatable

Direct or participate in cargo loading to ensure completeness of load and even distribution of weight.

interpersonal — Managing clerical staff is supervisory accountability

Load materials or equipment. Manage clerical or administrative activities.
#8197 · Supplemental · 5% automatable

Pack goods for shipping, using tools such as staplers, strapping machines, and hammers.

physical manipulation — Manual packing for shipping

Package objects for shipping.
#8206 · Supplemental · 12% automatable

Attach address labels, identification codes, and shipping instructions to containers.

physical manipulation — Attaching tags to containers is physical

Attach identification information to products, items or containers.
#8205 · Supplemental · 4% automatable

Open cargo containers and unwrap contents, using steel cutters, crowbars, or other hand tools.

physical manipulation — Physical loading of materials or equipment

Load materials or equipment.
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Community Sentiment

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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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