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Automation Risk Analysis

Will “Boxing Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Boxing 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%

“Boxing 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles