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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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles