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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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles