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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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles