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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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles