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Automation Risk Analysis

Will “Upholstery Parts Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Upholstery Parts Sorter” 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%

“Upholstery Parts Sorter” 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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles