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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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles