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Automation Risk Analysis

Will “Pairer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Pairer” 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%

“Pairer” 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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles