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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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles