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Automation Risk Analysis

Will “Jewel Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Jewel 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%

“Jewel 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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles