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Automation Risk Analysis

Will “Internal Combustion Engine Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Internal Combustion Engine Inspector” 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%

“Internal Combustion Engine Inspector” 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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles