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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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

Technologies & Software

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

Alternative Job Titles