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Automation Risk Analysis

Will “Diesel Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Diesel 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%

“Diesel 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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles