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Automation Risk Analysis

Will “Mechanical Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Mechanical 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%

“Mechanical 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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles