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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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles