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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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles