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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.

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

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

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

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

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

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

  • 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.

  • 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.

  • 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.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles