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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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles