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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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles