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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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles