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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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles