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Automation Risk Analysis

Will “Circuitry Negative Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Circuitry Negative 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%

“Circuitry Negative 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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles