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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles