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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

Technologies & Software

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

Alternative Job Titles