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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

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

  • 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.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles