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Automation Risk Analysis

Will “Bag Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bag Tester” 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%

“Bag Tester” 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.

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles