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Automation Risk Analysis

Will “Skin Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Skin Grader” 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%

“Skin Grader” 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

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

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles