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Automation Risk Analysis

Will “Tool Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tool 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%

“Tool 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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles