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Automation Risk Analysis

Will “Thread Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Thread Inspector” 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%

“Thread Inspector” 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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles