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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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles