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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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles