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Automation Risk Analysis

Will “Decorating Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Decorating 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%

“Decorating 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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles