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Automation Risk Analysis

Will “Green Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Green 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%

“Green 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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles