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Automation Risk Analysis

Will “Roadability Machine Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Roadability Machine Operator” 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%

“Roadability Machine Operator” 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.

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles