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Automation Risk Analysis

Will “Type Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Type 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%

“Type 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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Alternative Job Titles