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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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles