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Automation Risk Analysis

Will “Spring Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Spring Tester” 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 Tester” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles