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Automation Risk Analysis

Will “Carpenter Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Carpenter 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%

“Carpenter 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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles