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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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

Technologies & Software

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

Alternative Job Titles