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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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • Stack or arrange tested products for further processing, shipping, or packaging.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles