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Automation Risk Analysis

Will “Equipment Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Equipment 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%

“Equipment 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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles