How likely is AI to replace Packers and Packagers, Hand?

Published research puts Packers and Packagers, Hand at 21 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.

Do researchers agree on the risk for Packers and Packagers, Hand?

Only partly. Individual estimates for Packers and Packagers, Hand run from 5 to 64 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.

Which transportation roles face similar AI exposure?

The closest published transportation roles to Packers and Packagers, Hand by score are Bridge and Lock Tenders (21/100), Captains, Mates, and Pilots of Water Vessels (21/100), and Laborers and Freight, Stock, and Material Movers, Hand (21/100). Each has its own page with the research behind its number.

Occupation baseline · Research consensus

Will AI replace Packers and Packagers, Hand?

Lower risk

Baseline AI displacement risk for Packers and Packagers, Hand, aggregated from 5 research sources.

What this score means

Packers and Packagers, Hand is among the least exposed roles in Transportation. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 21 out of 100 it sits close to the Transportation average of 20. Across the 5 sources behind this baseline, individual estimates run from 5 to 64, 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 Packers and Packagers, Hand, most central first.

01Examine and inspect containers, materials, or products to ensure that product quality and packing specifications are met.
02Measure, weigh, and count products and materials.
03Record product, packaging, and order information on specified forms and records.
04Seal containers or materials, using glues, fasteners, nails, and hand tools.
05Assemble, line, and pad cartons, crates, and containers, using hand tools.
06Obtain, move, and sort products, materials, containers, and orders, using hand tools.
07Mark and label containers, container tags, or products, using marking tools.
08Clean containers, materials, supplies, or work areas, using cleaning solutions and hand tools.
09Remove completed or defective products or materials, placing them on moving equipment, such as conveyors, or in specified areas, such as loading docks.
10Place or pour products or materials into containers, using hand tools and equipment, or fill containers from spouts or chutes.
11Load materials and products into package processing equipment.
12Transport packages to customers' vehicles.

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 5 research sources that scored Packers and Packagers, Hand for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)

Common questions

How likely is AI to replace Packers and Packagers, Hand?: Published research puts Packers and Packagers, Hand at 21 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Packers and Packagers, Hand?: Only partly. Individual estimates for Packers and Packagers, Hand run from 5 to 64 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which transportation roles face similar AI exposure?: The closest published transportation roles to Packers and Packagers, Hand by score are Bridge and Lock Tenders (21/100), Captains, Mates, and Pilots of Water Vessels (21/100), and Laborers and Freight, Stock, and Material Movers, Hand (21/100). Each has its own page with the research behind its number.

Also covers

Agricultural Produce Packer · Ampoule Sealer · Apple Packing Header · Bag Filler · Bag Loader · Bag Sealer · Bagger · Band Shover and related titles

Estimated displacement window

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.