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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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles