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Automation Risk Analysis

Will “Flat Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Flat 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%

“Flat 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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles