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Automation Risk Analysis

Will “Timber Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Timber 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%

“Timber 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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles