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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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • 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.

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles