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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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles