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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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles