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Automation Risk Analysis

Will “Hairspring 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 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 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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles