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Automation Risk Analysis

Will “Tie Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tie 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%

“Tie 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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles