Medium AI Risk Declining

Mixing and blending machine setters, operators, and tenders

SOC Code: 51-9023

Mixing and blending machine setters, operators, and tenders carries a 34% AI exposure score (Medium automation risk), with a median annual wage of $47,680 and -6.8% projected employment growth from 2024 to 2034 (BLS), affecting approximately 101,100 workers. Full task breakdown, skills, and employer data are below.

AI Exposure Score
34% Medium

Proportion of tasks susceptible to AI automation (O*NET analysis)

Projected Growth
-6.8%
2024–2034 (BLS)
-6,800 jobs
Median Annual Wage
$47,680
BLS May 2024
How wage figures are sourced →

AI Exposure vs Industry Growth

Workforce demand by occupation Sanctioned bespoke signature viz (@signature-viz, KIZ-799) showing occupation-level workforce demand from BLS OEWS data. Pure SVG, no external dependencies.Projected Growth 2024-2034 (BLS)Technology+12.8%Healthcare+10.2%Professional+7.8%Education+5.8%Construction+4.5%Finance+4.6%Logistics+3.2%Government+1.2%Manufacturing-2.1%Retail-3.4%
National AI Exposure
40%
Average across all occupations
Avg Wage Growth
+3.2%
Median annual wage change
High-Risk Roles
127
Occupations with >70% AI exposure

Total occupations tracked

832

Covering all SOC major groups

Data currency

2024

BLS Employment Projections

AI exposure avg

40%

Fleet-wide median across all roles

Methodology confidence 92.0%
Industry standard

Composite score weighing O*NET task data completeness, BLS projection methodology, and cross-validation with employer risk grades.

Employment Projections

101,100
Employment 2024
94,300
Projected 2034
-6.8%
Change (%)
-6,800
Change (jobs)

Occupation Insight

Mixing and blending machine setters, operators, and tenders (SOC 51-9023) carries an AI exposure score of 34%, placing it in the Medium automation-risk tier. This score is computed from O*NET Database 30.0 task-level analysis, where each task an occupation performs is evaluated against current generative AI, robotic process automation, and machine-learning capabilities. A score below 40% reflects tasks anchored in physical dexterity, unstructured environments, or high-touch human interaction that current AI cannot reliably replicate.

The economic context matters alongside the risk score. BLS counted approximately 101,100 workers in this occupation in 2024, and projects a -6.8% change through 2034 — a decline that often compounds with high AI exposure to create displacement headwinds. Median annual compensation stands at $47,680, reflecting both skill scarcity and the value employers place on the tasks that remain difficult to automate. Entry typically requires High school diploma or equivalent, plus None of related experience.

For career planners, this profile should be read alongside the task, skill, and knowledge breakdowns below and the list of employers whose workforce composition includes Mixing and blending machine setters, operators, and tenders. Adjacent occupations shown further down offer lateral moves that preserve industry knowledge while potentially reducing exposure. Pair the AI exposure score with the BLS employment projection and wage percentiles above for a complete career assessment.

Education & Entry Requirements

Typical Education
High school diploma or equivalent
Work Experience
None
On-the-Job Training
Moderate-term on-the-job training

Top Tasks (O*NET)

  1. 1. Weigh or measure materials, ingredients, or products to ensure conformance to requirements.
  2. 2. Read work orders to determine production specifications or information.
  3. 3. Observe production or monitor equipment to ensure safe and efficient operation.
  4. 4. Mix or blend ingredients by starting machines and mixing for specified times.
  5. 5. Stop mixing or blending machines when specified product qualities are obtained and open valves and start pumps to transfer mixtures.
  6. 6. Compound or process ingredients or dyes, according to formulas.
  7. 7. Examine materials, ingredients, or products visually or with hands to ensure conformance to established standards.
  8. 8. 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.
  9. 9. Dump or pour specified amounts of materials into machinery or equipment.
  10. 10. Record operational or production data on specified forms.

Key Skills Required

  • Operations Monitoring
  • Operation and Control
  • Reading Comprehension
  • Critical Thinking
  • Monitoring
  • Equipment Maintenance
  • Troubleshooting
  • Repairing
  • Quality Control Analysis
  • Time Management

Knowledge Areas

  • Production and Processing
  • English Language
  • Mechanical
  • Public Safety and Security
  • Mathematics
  • Chemistry
  • Education and Training
  • Administration and Management
  • Law and Government
  • Personnel and Human Resources

Frequently Asked Questions

Will AI replace Mixing and blending machine setters, operators, and tenders?

Mixing and blending machine setters, operators, and tenders has an AI exposure score of 34%, indicating a medium level of automation risk. The majority of tasks in this role require human judgment, creativity, or physical presence that AI cannot easily replicate.

What is the job outlook for Mixing and blending machine setters, operators, and tenders?

According to BLS Employment Projections 2024-2034, Mixing and blending machine setters, operators, and tenders is projected to decline by 6.8% over the decade. Current employment stands at approximately 101,100 workers.

What skills are needed for Mixing and blending machine setters, operators, and tenders?

Key skills for Mixing and blending machine setters, operators, and tenders include Operations Monitoring, Operation and Control, Reading Comprehension, and others. Typical entry-level education is High school diploma or equivalent.

How much do Mixing and blending machine setters, operators, and tenders earn?

The median annual wage for Mixing and blending machine setters, operators, and tenders is $47,680, according to BLS Occupational Employment and Wage Statistics (May 2024). Actual earnings vary by location, experience, industry, and employer. The BLS publishes detailed wage percentiles by region in its Occupational Employment and Wage Statistics program.

What education is required for Mixing and blending machine setters, operators, and tenders?

The typical entry-level education for Mixing and blending machine setters, operators, and tenders is High school diploma or equivalent. Employers generally expect None of related work experience. On-the-job training typically involves Moderate-term on-the-job training. Requirements can vary by employer and specialization.

Which companies employ Mixing and blending machine setters, operators, and tenders?

Mixing and blending machine setters, operators, and tenders roles exist across many industries and employers. Workforce composition is estimated from BLS industry-occupation employment distributions matched to SEC-registered public companies.

AI Exposure Rating

1.7
out of 5.0

Medium automation risk based on 10 analyzed tasks. Most tasks require human judgment and are resistant to automation.

Data sources: Bureau of Labor Statistics Employment Projections 2024–2034 and O*NET Database 30.0. Employment figures are rounded. Wage data from BLS Occupational Employment Statistics (OES).

Related

Data sourced from official public datasets. See our methodology for details. Retrieved and formatted by PlainWorkforce Editorial