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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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles