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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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles