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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles