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Automation Risk Analysis

Will “Record Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Record 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%

“Record 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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles