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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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles