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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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles