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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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles