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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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles