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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

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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles