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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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles