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Automation Risk Analysis

Will “Tip Length Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tip Length Checker” 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%

“Tip Length Checker” 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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles