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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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles