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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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles