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Automation Risk Analysis

Will “Hairspring Truer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hairspring Truer” 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 Truer” 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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles