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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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

Alternative Job Titles