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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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles