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
Checking for existing plan...

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%

Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.

Risk: 84.0%AI: 87EstimatedTime: 8%

Inspect and remove defective products and packaging material.

Risk: 65.0%AI: 80EstimatedTime: 5%

Start machine by engaging controls.

Risk: 63.0%AI: 75EstimatedTime: 2%

Tend or operate machine that packages product.

Risk: 53.0%AI: 50EstimatedTime: 10%

Clean, oil, and make minor adjustments or repairs to machinery and equipment, such as opening valves or setting guides.

Risk: 13.0%AI: 10EstimatedTime: 4%

Regulate machine flow, speed, or temperature.

Risk: 87.2%AI: 95EstimatedTime: 4%

Adjust machine components and machine tension and pressure according to size or processing angle of product.

Risk: 57.0%AI: 60EstimatedTime: 4%

Supply materials to spindles, conveyors, hoppers, or other feeding devices and unload packaged product.

Risk: 53.0%AI: 50EstimatedTime: 6%

Stack finished packaged items, or wrap protective material around each item, and pack the items in cartons or containers.

Risk: 67.0%AI: 85EstimatedTime: 6%

Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.

Risk: 69.0%AI: 90EstimatedTime: 6%

Stock and sort product for packaging or filling machine operation, and replenish packaging supplies, such as wrapping paper, plastic sheet, boxes, cartons, glue, ink, or labels.

Risk: 49.0%AI: 40EstimatedTime: 5%

Count and record finished and rejected packaged items.

Risk: 88.0%AI: 97EstimatedTime: 3%

Clean packaging containers, line and pad crates, or assemble cartons to prepare for product packing.

Risk: 61.0%AI: 70EstimatedTime: 4%

Clean and remove damaged or otherwise inferior materials to prepare raw products for processing.

Risk: 65.0%AI: 80EstimatedTime: 3%

Secure finished packaged items by hand tying, sewing, gluing, stapling, or attaching fastener.

Risk: 59.0%AI: 65EstimatedTime: 3%

Skill Impact Analysis

AI-Vulnerable Skills (6)

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.

Reading Comprehension10%

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

Mathematics10%

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

Memorization5%

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

Programming15%

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

AI-Resistant Skills (11)

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.

Leadership88%

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

Coordination70%

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

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Equipment Maintenance78%

Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing 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.

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Score History

Risk score over 2 scoring runs

+11.0

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School17%
High School Diploma80%
Some College1%
Associate's Degree2%

Prior Experience Needed

Work experience required to enter this job

None37%
1-3 months24%
3-6 months1%
6 months - 1 year17%
1-2 years4%
4-6 years6%
6-8 years11%
Over 10 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

None10%
Up to 1 month37%
1-3 months31%
3-6 months21%
1-2 years1%

Related News

Recent articles about AI affecting this occupation

3 articles

New Smurfit Westrock Automated Plant Operates With 40% Less Labor

A new packaging facility in Wisconsin is utilizing advanced robotics to operate with only 60% of the workforce required by traditional box plants. The massive site demonstrates how manufacturing scale is decoupling from headcount.

Supply Chain Diveyesterday

American Factories Lag in Adopting A.I. This Drugmaker Is an Exception.

Bristol Myers Squibb stands out as the sole US manufacturer recognized by the WEF for AI innovation this year. While most American industrial plants hesitate, this cancer drug facility is actively integrating automation into its daily floor operations.

NYT TechnologyMay 6

How Automation is Reshaping Pharma Manufacturing Jobs

New insights reveal how automation technologies are streamlining global pharmaceutical production lines. The shift threatens traditional manufacturing roles while creating demand for specialized tech operators.

NewsData AI & JobsApr 22

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