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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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles