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Automation Risk Analysis

Will “Waste Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Waste Examiner” 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%

“Waste Examiner” 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

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

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

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles