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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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles