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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles