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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

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

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles