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Automation Risk Analysis

Will “Scale Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Scale Operator” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Scale Operator” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Recommend necessary corrective actions, based on inspection results.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Compute usable amounts of items in shipments.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Position products, components, or parts for testing.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Analyze test data, making computations as necessary, to determine test results.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Notify supervisors or other personnel of production problems.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Collect or select samples for testing or for use as models.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Compute defect percentages or averages, using formulas and calculators.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

Technologies & Software

  • Microsoft Access
  • R
  • Dassault Systemes SolidWorks
  • Wilcox Associates PC-DMIS Inspection Planner
  • IBM Lotus Notes
  • Autodesk AutoCAD
  • Statistical process control SPC data collection devices
  • Coordinate measuring machine software
  • Kimi (Moonshot AI)
  • Nova (Amazon)
  • Medical condition coding software
  • Verisurf Metrology
  • Microsoft Visio
  • DeepSeek
  • IBM Notes
  • Selenium
  • Qwen (Alibaba)
  • Inspection marking systems
  • Design of experiments DOE software
  • Minitab
  • Microsoft PowerPoint
  • Microsoft Outlook
  • Cognex Vision AI
  • Extensible markup language XML
  • Label inspection systems
  • Computer-aided inspection software
  • Mastercam Design
  • Rockwell Automation AI
  • Cybermetrics GAGETrak
  • The MathWorks MATLAB
  • Llama (Meta)
  • Data analysis software
  • Structured query language SQL
  • Data entry software
  • ABB AI Robotics
  • Microsoft SharePoint
  • ChatGPT (OpenAI)
  • Microsoft Office software
  • Microsoft Excel
  • Mistral (Mistral AI)
  • Skype
  • Sight Machine AI
  • FileMaker Pro
  • Computer assisted design software
  • Siemens Industrial AI
  • Database software
  • Mastercam computer-aided design and manufacturing software
  • Atlassian JIRA
  • Claude (Anthropic)
  • Grok (xAI)
  • Dassault Systemes CATIA
  • Gemini (Google)
  • Apache Hive
  • SAP software
  • Apache Pig
  • Microsoft Word
  • Tolerance analysis software
  • Laser thickness gauges
  • Bubble leak testers
  • Hydraulic lifts
  • Conductivity meters
  • Tensile testers
  • Impact hammers
  • Printed circuit board PCB testers
  • Logic test systems
  • Compression testers
  • Verisurf CMM Master
  • Resonance acceleration instruments
  • Hardness testers
  • Personal computers
  • Capacitive acceleration instruments
  • Shock testers
  • Beta gauges
  • Measuring microscopes
  • Optical comparators
  • Overhead cranes
  • Industrial bench scales
  • Manufacturing defect analyzers MDA
  • Coordinate measuring machines CMM
  • Piezoelectric acceleration instruments
  • Optical gauges
  • Plotters
  • Utrasonic flaw detectors
  • Signal generators
  • Verisurf 3Dgage
  • Laser shearography flaw detectors
  • Pi tapes
  • Backplane testers
  • Direct current DC power testers
  • Holographic interferometers
  • Frequency counters
  • Moisture meters
  • Resistivity meters
  • Ductility testers
  • Return loss calibrator RLC passive component testers
  • Mass flow leak testers
  • Sorting machines
  • Depth gauges
  • Strain gauges
  • Magnetic particle flaw detectors
  • Sampling oscilloscopes
  • Penetrant flaw detectors
  • Bit error rate testers BERT
  • Shear testers
  • Color spectrometers
  • Metallurgical microscopes
  • Micrometers
  • Hydraulic pumps
  • Multimeters
  • Creep and stress relaxation testers
  • Thread gauges
  • Fatigue testers
  • Null-balance acceleration instruments
  • Verisurf Master3DGage
  • Radiographic flaw detectors
  • Function generators
  • Linear or mixed signal equipment
  • Calipers
  • Calorimetric leak testers
  • Height gauges
  • In-circuit testers
  • Frequency meters
  • Impact toughness testers
  • Digital voltmeters DVM
  • Gloss meters
  • Accelerometers
  • Digital multimeters
  • Forklifts
  • Pulse generators
  • Pin gauges
  • Digital resistance meters
  • Plug gauges
  • Continuity testers
  • Eddy current flaw detectors
  • Digital resistance thermometers
  • Eddy current probes
  • Resistance meters
  • Environmental chambers
  • Vibration and shaker systems
  • Force transducers
  • Hipot testers
  • Viscometers
  • Ammeters
  • Magnetic induction acceleration instruments
  • Power meters

Alternative Job Titles