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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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles