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Automation Risk Analysis

Will “Woodwork Salvage Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Woodwork Salvage 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%

“Woodwork Salvage 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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles