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Automation Risk Analysis

Will “Hypoid Gear Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hypoid Gear Tester” 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%

“Hypoid Gear Tester” 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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles