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Automation Risk Analysis

Will “Sumatra Opener” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sumatra Opener” 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%

“Sumatra Opener” 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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles