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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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles