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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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles