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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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles