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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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles