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Automation Risk Analysis

Will “Fibrous Wallboard Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fibrous Wallboard 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%

“Fibrous Wallboard 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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles