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Automation Risk Analysis

Will “Die Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Die 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%

“Die 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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles