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Automation Risk Analysis

Will “Battery Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Battery Inspector” 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 Inspector” 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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles