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Automation Risk Analysis

Will “Wood Scaler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Wood Scaler” 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%

“Wood Scaler” 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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles