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Automation Risk Analysis

Will “Plating Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Plating 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%

“Plating 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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles