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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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles