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Automation Risk Analysis

Will “Shot Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Shot 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%

“Shot 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

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

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

Technologies & Software

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

Alternative Job Titles