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Automation Risk Analysis

Will “Waste Salvager” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Waste Salvager” 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 Salvager” 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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles