Takeover Tracker
44%medium risk

Mixing and Blending Machine Setters, Operators, and Tenders

Set up, operate, or tend machines to mix or blend materials, such as chemicals, tobacco, liquids, color pigments, or explosive ingredients.

Higher risk than 90% of occupations
Checking for existing plan...

How AI Impacts Each Task

20 tasks analyzed

Weigh or measure materials, ingredients, or products to ensure conformance to requirements.

Risk: 63.0%AI: 75EstimatedTime: 6%

Read work orders to determine production specifications or information.

Risk: 63.9%AI: 36.68ObservedTime: 3%

Compound or process ingredients or dyes, according to formulas.

Risk: 61.0%AI: 70EstimatedTime: 6%

Observe production or monitor equipment to ensure safe and efficient operation.

Risk: 84.0%AI: 87EstimatedTime: 10%

Mix or blend ingredients by starting machines and mixing for specified times.

Risk: 65.0%AI: 80EstimatedTime: 8%

Dump or pour specified amounts of materials into machinery or equipment.

Risk: 51.0%AI: 45EstimatedTime: 8%

Collect samples of materials or products for laboratory testing.

Risk: 49.0%AI: 40EstimatedTime: 2%

Operate or tend machines to mix or blend any of a wide variety of materials, such as spices, dough batter, tobacco, fruit juices, chemicals, livestock feed, food products, color pigments, or explosive ingredients.

Risk: 61.0%AI: 70EstimatedTime: 15%

Add or mix chemicals or ingredients for processing, using hand tools or other devices.

Risk: 45.0%AI: 30EstimatedTime: 5%

Stop mixing or blending machines when specified product qualities are obtained and open valves and start pumps to transfer mixtures.

Risk: 63.0%AI: 75EstimatedTime: 4%

Examine materials, ingredients, or products visually or with hands to ensure conformance to established standards.

Risk: 59.0%AI: 65EstimatedTime: 4%

Transfer materials, supplies, or products between work areas, using moving equipment or hand tools.

Risk: 57.0%AI: 60EstimatedTime: 5%

Test samples of materials or products to ensure compliance with specifications, using test equipment.

Risk: 78.0%AI: 72EstimatedTime: 3%

Record operational or production data on specified forms.

Risk: 61.9%AI: 31.75ObservedTime: 4%

Tend accessory equipment, such as pumps or conveyors, to move materials or ingredients through production processes.

Risk: 61.0%AI: 70EstimatedTime: 4%

Unload mixtures into containers or onto conveyors for further processing.

Risk: 57.0%AI: 60EstimatedTime: 4%

Clean and maintain equipment, using hand tools.

Risk: 41.0%AI: 20EstimatedTime: 3%

Open valves to drain slurry from mixers into storage tanks.

Risk: 65.0%AI: 80EstimatedTime: 2%

Dislodge and clear jammed materials or other items from machinery or equipment, using hand tools.

Risk: 13.0%AI: 10EstimatedTime: 2%

Clean work areas.

Risk: 41.0%AI: 20EstimatedTime: 2%

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%

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

Reading Comprehension10%

High reliance on Reading Comprehension 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.

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.

Equipment Maintenance78%

Equipment Maintenance 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.

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 Mixing and Blending Machine Setters, 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

-6.9pt 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

-3.8pt risk+$3K/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

+1.7

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School1%
High School Diploma87%
Some College2%
Post-Secondary Certificate9%

Prior Experience Needed

Work experience required to enter this job

None27%
Up to 1 month1%
3-6 months1%
6 months - 1 year14%
1-2 years24%
2-4 years22%
4-6 years10%
8-10 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month13%
1-3 months27%
3-6 months29%
6 months - 1 year11%
1-2 years18%
2-4 years1%

Related News

Recent articles about AI affecting this occupation

1 articles

Claude AI's Integration with Blender Sparks Divide Among Digital Artists

A controversial new partnership integrating Anthropic's Claude AI with 3D modeling software Blender is dividing the creative community. Digital artists are debating whether the automation tool will enhance their workflows or threaten 3D design jobs.

Creative BloqApr 29

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