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Automation Risk Analysis

Will “Battery Container Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Battery Container 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%

“Battery Container 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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

  • 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.

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

Technologies & Software

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

Alternative Job Titles