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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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles