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Automation Risk Analysis

Will “Torque Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Torque 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%

“Torque 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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles