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Automation Risk Analysis

Will “Sand Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sand 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%

“Sand 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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles