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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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles