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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

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

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

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

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

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

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

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

  • 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.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles