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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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles