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Automation Risk Analysis

Will “Treating Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Treating 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%

“Treating 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.

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles