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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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles