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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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles