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Automation Risk Analysis

Will “Metal Fabricate 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 Fabricate 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 Fabricate 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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles