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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles