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Automation Risk Analysis

Will “Proof Coins Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Proof Coins 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%

“Proof Coins 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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles