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Automation Risk Analysis

Will “Aligning Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Aligning 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%

“Aligning 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

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

  • 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.

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles