Takeover Tracker

47%medium risk

Packaging and Filling Machine Operators and Tenders

Operate or tend machines to prepare industrial or consumer products for storage or shipment. Includes cannery workers who pack food products.

Higher risk than 95% of occupations

AI Impact Summary

Packaging and Filling Machine Operators and Tenders faces moderate AI displacement risk with a score of 47/100. This occupation has higher AI displacement risk than 95% of all analyzed occupations. Of 20 analyzed tasks, 4 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

20 tasks analyzed

Attach identification labels to finished packaged items, or cut stencils and stencil information on containers, such as lot numbers or shipping destinations.

Risk: 65.0%AI: 80EstimatedTime: 4%

Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.

Risk: 67.0%AI: 85EstimatedTime: 5%

Stop or reset machines when malfunctions occur, clear machine jams, and report malfunctions to a supervisor.

Risk: 47.0%AI: 35EstimatedTime: 4%

Observe machine operations to ensure quality and conformity of filled or packaged products to standards.

Risk: 86.0%AI: 92EstimatedTime: 8%

Remove finished packaged items from machine and separate rejected items.

Risk: 65.0%AI: 80EstimatedTime: 6%

Skill Impact Analysis

6

AI-Vulnerable

11

AI-Resistant

AI-Vulnerable

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Packaging and Filling Machine Operators and Tenders skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.6pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.9pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.5pt risk+$2K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

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

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See how Packaging and Filling Machine Operators and Tenders's risk score has changed over 2 scoring runs.

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Education & Training

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Education levels, experience requirements, and training data for this occupation.

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Related News

Recent articles about AI affecting this occupation

1 articles

Robotic Vial Machines Target Pharma Manufacturing Jobs

The pharmaceutical industry is heavily investing in automated systems for cleaning and filling drug vials. This shift toward robotics will likely reduce the need for human factory workers on production lines.

NewsData AI & Jobs3d ago

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis