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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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles