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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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles