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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles