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Automation Risk Analysis

Will “Picture Frames Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Picture Frames 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%

“Picture Frames 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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles