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Automation Risk Analysis

Will “Gauge and Instrument Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Gauge and Instrument 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%

“Gauge and Instrument 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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles