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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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

  • 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.

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles