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Automation Risk Analysis

Will “Scales Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Scales Inspector” 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%

“Scales Inspector” 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

  • 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.

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles