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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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles