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Automation Risk Analysis

Will “Tin Flipper” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tin Flipper” 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 Flipper” 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles