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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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles