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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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles