Takeover Tracker
40%medium risk

Helpers--Production Workers

Help production workers by performing duties requiring less skill. Duties include supplying or holding materials or tools, and cleaning work area and equipment.

Higher risk than 79% of occupations
Checking for existing plan...

How AI Impacts Each Task

34 tasks analyzed

Load and unload items from machines, conveyors, and conveyances.

Risk: 49.0%AI: 40EstimatedTime: 3%

Count finished products to determine if product orders are complete.

Risk: 86.0%AI: 92EstimatedTime: 2%

Operate machinery used in the production process, or assist machine operators.

Risk: 51.0%AI: 45EstimatedTime: 4%

Place products in equipment or on work surfaces for further processing, inspecting, or wrapping.

Risk: 53.0%AI: 50EstimatedTime: 3%

Examine products to verify conformance to quality standards.

Risk: 67.0%AI: 85EstimatedTime: 3%

Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.

Risk: 86.0%AI: 92EstimatedTime: 2%

Separate products according to weight, grade, size, or composition of materials used to produce them.

Risk: 63.0%AI: 75EstimatedTime: 2%

Turn valves to regulate flow of liquids or air, to reverse machines, to start pumps, or to regulate equipment.

Risk: 47.0%AI: 35EstimatedTime: 2%

Mark or tag identification on parts.

Risk: 86.0%AI: 92EstimatedTime: 2%

Dump materials such as prepared ingredients into machine hoppers prior to mixing.

Risk: 49.0%AI: 40EstimatedTime: 1%

Start machines or equipment to begin production processes.

Risk: 53.0%AI: 50EstimatedTime: 2%

Mix ingredients according to specified procedures or formulas.

Risk: 58.5%AI: 63.75ObservedTime: 1%

Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.

Risk: 86.0%AI: 92EstimatedTime: 2%

Remove products, machine attachments, or waste material from machines.

Risk: 49.0%AI: 40EstimatedTime: 2%

Tie products in bundles for further processing or shipment, following prescribed procedures.

Risk: 53.0%AI: 50EstimatedTime: 1%

Record information, such as the number of products tested, meter readings, or dates and times of product production.

Risk: 58.5%AI: 23.23ObservedTime: 2%

Lift raw materials, finished products, and packed items, manually or using hoists.

Risk: 47.0%AI: 35EstimatedTime: 3%

Read gauges or charts, and record data obtained.

Risk: 54.9%AI: 14.12ObservedTime: 1%

Unclamp and hoist full reels from braiding, winding, or other fabricating machines, using power hoists.

Risk: 47.0%AI: 35EstimatedTime: 1%

Transfer finished products, raw materials, tools, or equipment between storage and work areas of plants and warehouses, by hand or using hand trucks or powered lift trucks.

Risk: 61.0%AI: 70EstimatedTime: 3%

Signal coworkers to direct them to move products during the production process.

Risk: 74.0%AI: 62EstimatedTime: 1%

Clean and lubricate equipment.

Risk: 45.0%AI: 30EstimatedTime: 2%

Pack and store materials and products.

Risk: 57.0%AI: 60EstimatedTime: 3%

Prepare raw materials for processing.

Risk: 49.0%AI: 40EstimatedTime: 2%

Perform minor repairs to machines, such as replacing damaged or worn parts.

Risk: 13.0%AI: 10EstimatedTime: 1%

Change machine gears, using wrenches.

Risk: 43.0%AI: 25EstimatedTime: 1%

Help production workers by performing duties of lesser skill, such as supplying or holding materials or tools, or cleaning work areas and equipment.

Risk: 45.0%AI: 30EstimatedTime: 2%

Attach slings, ropes, or cables to objects such as pipes, hoses, or bundles.

Risk: 41.0%AI: 20EstimatedTime: 1%

Position spouts or chutes of storage bins so that containers can be filled.

Risk: 49.0%AI: 40EstimatedTime: 1%

Wash work areas, machines, equipment, vehicles, or products.

Risk: 47.0%AI: 35EstimatedTime: 1%

Fold products and product parts during processing.

Risk: 47.0%AI: 35EstimatedTime: 10%

Break up defective products for reprocessing.

Risk: 47.0%AI: 35EstimatedTime: 15%

Thread ends of items such as thread, cloth, and lace through needles and rollers, and around take-up tubes.

Risk: 41.0%AI: 20EstimatedTime: 8%

Cut or break flashing from materials or products.

Risk: 47.0%AI: 35EstimatedTime: 18%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Information Ordering5%

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

Mathematics10%

Mathematics 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.

Memorization5%

Memorization 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.

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.

Complex Problem Solving75%

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

Equipment Maintenance78%

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

Service Orientation82%

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

Recommended Courses

Courses matched to Helpers--Production Workers 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

-6.8pt 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

-4.7pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

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

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

Coil Winders, Tapers, and Finishers

40%
Medium Risk

Median salary: $47,260

Higher risk than 79% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Dishwashers

37%
Medium Risk

Median salary: $33,670

Higher risk than 74% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Janitors and Cleaners, Except Maids and Housekeeping Cleaners

38%
Medium Risk

Median salary: $35,930

Higher risk than 75% of other occupations

Landscaping and Groundskeeping Workers

33%
Medium Risk

Median salary: $38,090

Higher risk than 59% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Molding and Casting Workers

37%
Medium Risk

Median salary: $45,690

Higher risk than 72% of other occupations

Packaging and Filling Machine Operators and Tenders

47%
Medium Risk

Median salary: $40,900

Higher risk than 95% 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

Sewing Machine Operators

43%
Medium Risk

Median salary: $36,000

Higher risk than 89% of other occupations

Slaughterers and Meat Packers

39%
Medium Risk

Median salary: $39,790

Higher risk than 78% of other occupations

Welders, Cutters, and Welder Fitters

21%
Low Risk

Median salary: $51,000

Higher risk than 10% of other occupations

Score History

Risk score over 2 scoring runs

+0.2

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School32%
High School Diploma49%
Some College18%
Post-Secondary Certificate1%

Prior Experience Needed

Work experience required to enter this job

None38%
Up to 1 month3%
1-3 months11%
3-6 months18%
6 months - 1 year15%
1-2 years3%
2-4 years5%
6-8 years7%

Training Provided After Hiring

How long it typically takes to learn on the job

None12%
Up to 1 month33%
1-3 months31%
3-6 months10%
6 months - 1 year13%
1-2 years1%

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