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Automation Risk Analysis

Will “Spring Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Spring Inspector” 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%

“Spring Inspector” 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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

  • 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.

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles