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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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles