Packers and Packagers, Hand
Pack or package by hand a wide variety of products and materials.
AI Impact Summary
Packers and Packagers, Hand faces moderate AI displacement risk with a score of 42/100. This occupation has higher AI displacement risk than 86% of all analyzed occupations. Of 13 analyzed tasks, 2 are highly automatable, particularly routine cognitive tasks. Limited protective factors mean this occupation has few buffers against AI automation.
This is a general assessment. to get a score adjusted for your experience, skills, and work environment.
How AI Impacts Each Task
13 tasks analyzed
Record product, packaging, and order information on specified forms and records.
Examine and inspect containers, materials, and products to ensure that packing specifications are met.
Measure, weigh, and count products and materials.
Mark and label containers, container tags, or products, using marking tools.
Load materials and products into package processing equipment.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Record product, packaging, and order information on specified forms and records. | 92Estimated | 86.0% | 5% | |
| Examine and inspect containers, materials, and products to ensure that packing specifications are met. | 75Estimated | 63.0% | 5% | |
| Measure, weigh, and count products and materials. | 87Estimated | 84.0% | 5% | |
| Mark and label containers, container tags, or products, using marking tools. | 70Estimated | 61.0% | 5% | |
| Load materials and products into package processing equipment. | 50Estimated | 53.0% | 10% |
Skill Impact Analysis
6
AI-Vulnerable
11
AI-Resistant
AI-Vulnerable
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Recommended Courses
Courses matched to Packers and Packagers, Hand skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
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Leading People and Teams Specialization
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Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Score History
PAIDSee how Packers and Packagers, Hand's risk score has changed over 2 scoring runs.
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Education & Training
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Related News
Recent articles about AI affecting this occupation
Warehouse Automation Market to Hit $12.4B, Threatening Logistics Jobs
The global conveyor system and warehouse automation market is projected to nearly double to $12.4 billion by 2036. This massive capital influx into logistics automation signals an accelerating push to replace human warehouse workers with automated sorting and transport systems.
AWG Invests $110M in Advanced Automation for Gulf Coast Facility
The massive capital injection will replace traditional warehouse operations with robotic systems to boost order accuracy. This signals a continued shift away from manual labor in regional distribution hubs.
Agibot's 10,000 Mass-Produced Humanoids Threaten Manual Labor
A major robotics firm has successfully scaled manufacturing of human-like robots, hitting a massive production milestone. This rapid deployment of physical automation brings humanoid workers out of the lab and onto factory floors.
How humanoid robots and factory economics are reshaping manufacturing jobs
The rapid advancement of China's humanoid robotics sector and shifting factory economics are poised to fundamentally alter the industrial labor market. As hardware components become cheaper, physical automation is moving closer to replacing human floor workers at scale.
Family Dollar to Lay Off 373 Supply Chain Workers in NC
The discount retailer is permanently shutting down a North Carolina distribution center, resulting in 373 job losses starting this May. This facility closure highlights the ongoing vulnerability of traditional warehousing roles.
Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis