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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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles