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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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles