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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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles