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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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles