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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles