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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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles