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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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

  • 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.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles