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Automation Risk Analysis

Will “Cell Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cell 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%

“Cell 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

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

  • 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.

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles