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Automation Risk Analysis

Will “Slide Fasteners Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Slide Fasteners 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%

“Slide Fasteners 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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles