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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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles