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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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles