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Automation Risk Analysis

Will “Furniture Decals Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Furniture Decals Inspector” 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%

“Furniture Decals Inspector” 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 or test raw materials, parts, or products to determine compliance with environmental standards.

  • 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.

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles