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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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles