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Automation Risk Analysis

Will “Fabrication Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fabrication 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%

“Fabrication 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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles