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Automation Risk Analysis

Will “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%

“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%

“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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles