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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

  • 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.

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

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

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

  • 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.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles