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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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles