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Automation Risk Analysis

Will “Knitting Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Knitting Tester” 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%

“Knitting Tester” 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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles