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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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles