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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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles