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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

  • 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

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

Alternative Job Titles