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Automation Risk Analysis

Will “Metal Finish Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Metal Finish 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%

“Metal Finish 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • Compute usable amounts of items in shipments.

  • 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.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles