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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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles