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Automation Risk Analysis

Will “Hairspring Adjuster” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hairspring Adjuster” 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 Adjuster” 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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles