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Automation Risk Analysis

Will “Road Machinery Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Road Machinery 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%

“Road Machinery 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles