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Automation Risk Analysis

Will “Test Preparer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Test Preparer” 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%

“Test Preparer” 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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles