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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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles