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Automation Risk Analysis

Will “Harness and Bag Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Harness and Bag 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%

“Harness and Bag 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles