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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles