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Automation Risk Analysis

Will “Sewing Machine Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sewing Machine 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%

“Sewing Machine 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

  • 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.

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles