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Automation Risk Analysis

Will “Swatch Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Swatch Checker” 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%

“Swatch Checker” 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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles