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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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles