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Automation Risk Analysis

Will “Tin Flopper” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tin Flopper” 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%

“Tin Flopper” 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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles