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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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles