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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

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

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

  • 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.

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles