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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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles