Takeover Tracker
51%high risk

Machine Feeders and Offbearers

Feed materials into or remove materials from machines or equipment that is automatic or tended by other workers.

Higher risk than 98% of occupations
Checking for existing plan...

How AI Impacts Each Task

13 tasks analyzed

Inspect materials and products for defects, and to ensure conformance to specifications.

Risk: 65.0%AI: 80EstimatedTime: 10%

Record production and operational data, such as amount of materials processed.

Risk: 87.2%AI: 95EstimatedTime: 5%

Push dual control buttons and move controls to start, stop, or adjust machinery and equipment.

Risk: 57.0%AI: 60EstimatedTime: 10%

Weigh or measure materials or products to ensure conformance to specifications.

Risk: 87.2%AI: 95EstimatedTime: 5%

Identify and mark materials, products, and samples, following instructions.

Risk: 87.2%AI: 95EstimatedTime: 5%

Clean and maintain machinery, equipment, and work areas to ensure proper functioning and safe working conditions.

Risk: 45.0%AI: 30EstimatedTime: 5%

Load materials and products into machines and equipment, or onto conveyors, using hand tools and moving devices.

Risk: 63.0%AI: 75EstimatedTime: 15%

Remove materials and products from machines and equipment, and place them in boxes, trucks or conveyors, using hand tools and moving devices.

Risk: 65.0%AI: 80EstimatedTime: 15%

Transfer materials and products to and from machinery and equipment, using industrial trucks or hand trucks.

Risk: 63.0%AI: 75EstimatedTime: 10%

Shovel or scoop materials into containers, machines, or equipment for processing, storage, or transport.

Risk: 49.0%AI: 40EstimatedTime: 5%

Open and close gates of belt and pneumatic conveyors on machines that are fed directly from preceding machines.

Risk: 65.0%AI: 80EstimatedTime: 5%

Fasten, package, or stack materials and products, using hand tools and fastening equipment.

Risk: 65.0%AI: 80EstimatedTime: 5%

Add chemicals, solutions, or ingredients to machines or equipment as required by the manufacturing process.

Risk: 67.0%AI: 85EstimatedTime: 5%

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.

Leadership88%

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

Manual Dexterity80%

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

Social Perceptiveness90%

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

Coordination70%

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

Service Orientation82%

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

Persuasion80%

Persuasion 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 Machine Feeders and Offbearers 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

-4.8pt 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.

Alternate Career Paths

See all transitions

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Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic

35%
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Median salary: $45,590

Higher risk than 64% of other occupations

Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders

43%
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Median salary: $45,130

Higher risk than 87% of other occupations

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Higher risk than 92% of other occupations

Forging Machine Setters, Operators, and Tenders, Metal and Plastic

35%
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Median salary: $49,240

Higher risk than 67% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Packaging and Filling Machine Operators and Tenders

47%
Medium Risk

Median salary: $40,900

Higher risk than 95% of other occupations

Plating and Coating Machine Setters, Operators, and Tenders, Metal and Plastic

38%
Medium Risk

Median salary: $41,600

Higher risk than 75% of other occupations

Print Binding and Finishing Workers

37%
Medium Risk

Median salary: $39,820

Higher risk than 71% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Sawing Machine Setters, Operators, and Tenders, Wood

34%
Medium Risk

Median salary: $39,950

Higher risk than 63% of other occupations

Textile Bleaching and Dyeing Machine Operators and Tenders

41%
Medium Risk

Median salary: $37,320

Higher risk than 82% of other occupations

Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders

45%
Medium Risk

Median salary: $47,060

Higher risk than 90% of other occupations

Score History

Risk score over 2 scoring runs

+4.4

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School21%
High School Diploma73%
Some College4%
Associate's Degree2%

Prior Experience Needed

Work experience required to enter this job

None32%
Up to 1 month3%
1-3 months16%
3-6 months7%
6 months - 1 year15%
1-2 years15%
2-4 years5%
4-6 years3%
6-8 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None9%
Up to 1 month13%
1-3 months36%
3-6 months24%
6 months - 1 year10%
1-2 years1%
2-4 years3%
4-6 years4%

Related News

Recent articles about AI affecting this occupation

3 articles

Bosch deploys physical AI agents saving €850K per manufacturing plant.

The German engineering giant successfully integrated autonomous systems into its factory floors, drastically cutting operational costs. This widespread adoption of physical AI signals a rapid shift toward automated manufacturing roles.

Breaking the Bottleneck3d ago

Tech job market pulse: Hacker News hiring thread for May 2026

The monthly Hacker News hiring thread offers a raw look at which tech companies are actively recruiting. Scanning the listings provides immediate insight into in-demand skills and the balance of AI versus traditional roles.

Hacker NewsMay 1

Factory Automation Boom: Keyence Surges 16% on Strong Earnings

Japanese automation giant Keyence crushed earnings estimates, signaling a massive surge in corporate spending on factory robotics. The financial windfall highlights how rapidly manufacturers are investing to replace physical labor.

Bloomberg TechnologyApr 27

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