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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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles