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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

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

  • 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.

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles