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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles