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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles