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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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles