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Automation Risk Analysis

Will “Decoration Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Decoration Checker” 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%

“Decoration Checker” 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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles