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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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles