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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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles