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Automation Risk Analysis

Will “Polarity Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Polarity Tester” 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%

“Polarity Tester” 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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles