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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles