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Automation Risk Analysis

Will “Weigher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Weigher” 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%

“Weigher” 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

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles