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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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles