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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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • 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.

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles