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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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles