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Automation Risk Analysis

Will “Exhaust Emissions Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Exhaust Emissions 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%

“Exhaust Emissions 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles