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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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles