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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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles