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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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles