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Automation Risk Analysis

Will “Weigh Machine Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Weigh Machine 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%

“Weigh Machine 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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles