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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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles