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Automation Risk Analysis

Will “Hairspring Truing Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hairspring Truing Inspector” 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%

“Hairspring Truing Inspector” 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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles