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Automation Risk Analysis

Will “Re-Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Re-Examiner” 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%

“Re-Examiner” 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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles